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Training and evaluation data, with the modality, task and licence stated up front. Listed live from the Hugging Face Hub.

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01ClarusC64 /maritime-bunker-consumption-voyage-plan-coherence-risk-v0.1What this repo is for Detect when fuel burn stops matching voyage plan. You use it to flag: unexpected efficiency loss reserve margin collapse speed pushing fuel beyond plan weather masking burn drift Why it matters Fuel is the largest variable cost in shipping texttext-classificationn<1K0 likes405 downloads7mo agoHugging Face02ClarusC64 /legal-disclosure-coherence-breach-detection-v0.1What this dataset is You receive disclosure duty material timing defence access prejudice signals You decide Does disclosure behaviour match the legal duty Answer coherent or incoherent Why this matters Many unsafe convictions arise from disclosure failure. This dataset measures the structural gap between duty and behaviour. tabulartext-classificationn<1K0 likes69 downloads7mo agoHugging Face03ClarusC64 /maritime-bunker-consumption-route-coherence-risk-v0.1What this repo is for Detect when voyage routing decisions push fuel burn out of plan. You use it to flag schedule recovery that triggers fuel spikes efficiency loss hidden behind stable routing low bunker margin with weak next-port options compound risk from route drift plus speed-up Why it matters Fuel drift turns into cost spikes fast. It also drives unplanned bunkering and schedule instability. texttext-classificationn<1K0 likes58 downloads7mo agoHugging Face04ClarusC64 /clinical-drv-atlas-cross-system-coherence-factor-extraction-v0.1What this dataset tests Whether a model can extract the minimal cross-system coherence factor setthat explains resilience or vulnerability. It rewards minimal factor selection correct coupling recognition ranking by dominance Coherence factor labels buffering_capacity_high buffering_capacity_low variance_damping_high variance_damping_low autonomic_inflammatory_coupling sleep_metabolic_coupling stress_inflammation_coupling immune_metabolic_instability… See the full description on the dataset page: https://huggingface.co/datasets/ClarusC64/clinical-drv-atlas-cross-system-coherence-factor-extraction-v0.1.texttext-classificationn<1K0 likes52 downloads8mo agoHugging Face05ClarusC64 /ai-carbon-claim-metering-coherence-breach-v0.1What this repo is for Detect when carbon claims diverge from metered reality. Flags net-zero claims with high load on high-intensity grids weak market instruments vs actual consumption annual matching used to hide high-carbon hours strong claims without strong time matching texttext-classificationn<1K0 likes50 downloads7mo agoHugging Face06ClarusC64 /clinical-prescription-pharmacy-dispense-coherence-risk-v0.1What this repo is for Detect when a prescription exists but pharmacy dispense does not happen in time Common breaks stockout verification delay clarification needed queue delay for discharge meds Examples you can use urgent anticoagulant delayed antibiotic not dispensed due to stockout TTO delayed so discharge stalls You use it to flag missed dose risk discharge delay risk texttext-classificationn<1K0 likes50 downloads7mo agoHugging Face07ClarusC64 /maritime-bill-of-lading-document-set-coherence-risk-v0.1What this repo is for Triage trade doc packs before they trigger holds. You use it to flag HS code inconsistencies across documents missing certificates shipper or consignee mismatch clearance status lag not supported by doc quality Why it matters Most port delay disputes begin in paperwork. texttext-classificationn<1K1 likes49 downloads7mo agoHugging Face08ClarusC64 /legal-time-entry-billing-narrative-scope-coherence-risk-v0.1What this dataset does You receive scope billing guidelines time entries fee earner level billing narrative duration and rates flags You decide coherent or incoherent Daily use fee dispute risk scan scope drift scan block billing detection seniority mismatch detection tabulartext-classificationn<1K0 likes48 downloads7mo agoHugging Face09ClarusC64 /autonomous-driving-rss-traffic-flow-coherence-state-scoring-v0.1What this dataset tests Whether a system can score traffic-flow coherence before and after an ego action. This is not collision detection. It measures systemic stability. Required outputs pre_action_coherence_score post_action_coherence_score coherence_delta shockwave_generation_flag braking_propagation_depth systemic_risk_score Scoring conventions coherence scores range 0 to 1 coherence_delta may be negative or positive shockwave flag is 0 or 1 braking propagation depth… See the full description on the dataset page: https://huggingface.co/datasets/ClarusC64/autonomous-driving-rss-traffic-flow-coherence-state-scoring-v0.1.tabulartabular-classificationn<1K0 likes45 downloads8mo agoHugging Face10ClarusC64 /compute-demand-energy-grid-coherence-risk-v0.1What this repo is for Detect when compute growth outpaces energy infrastructure. Flags rising demand with shrinking grid headroom curtailment or load shedding events price spikes that do not match headroom demand and power draw decouple from throttling texttext-classificationn<1K0 likes45 downloads7mo agoHugging Face11ClarusC64 /legal-billing-narrative-time-entry-coherence-risk-v0.1What this dataset does You receive time entries summary phase and codes invoice narrative totals dup flags client updates You decide coherent or incoherent Daily use bill narrative QC time entry duplication detection dispute risk flagging tabulartext-classificationn<1K0 likes44 downloads7mo agoHugging Face12ClarusC64 /autonomous-driving-social-coherence-field-mapping-v0.1What this dataset tests Whether a system can score the coherence of a multi-agent intention field. This is not collision prediction. It is social alignment measurement. Required outputs dominant_scene_intention coherence_score tension_index conflict_pairs cooperative_clusters right_of_way_clarity Scoring conventions coherence and tension range 0 to 1 right_of_way_clarity is low, medium, or high conflict_pairs names agent pairs likely to contest the same space… See the full description on the dataset page: https://huggingface.co/datasets/ClarusC64/autonomous-driving-social-coherence-field-mapping-v0.1.tabulartabular-classificationn<1K0 likes43 downloads8mo agoHugging Face13ClarusC64 /clinical-imaging-report-action-coherence-risk-v0.1What this repo is for Detect when imaging answers a question but the system fails to acknowledge and act Common breaks critical report not acknowledged report late for urgent indication action delayed after critical finding negative result not integrated Examples you can use CTPA positive but anticoag not started CT head bleed not escalated CT perforation with delayed surgery You use it to flag missed diagnosis risk treatment delay risk texttext-classificationn<1K0 likes42 downloads7mo agoHugging Face14ClarusC64 /maritime-demurrage-detention-invoice-event-coherence-risk-v0.1What this repo is for Catch billing that does not match the container event record. You use it to flag charges while customs or terminal holds block pickup charges when appointment scarcity blocks pickup weak billing when free time terms are unclear long return cycles that drive cost spikes Why it matters This is daily friction for shippers and forwarders. It drives disputes, cashflow drag, and churn. texttext-classificationn<1K0 likes41 downloads7mo agoHugging Face15ClarusC64 /legal-time-entry-billing-task-scope-coherence-risk-v0.1What this dataset does You receive engagement scope fee terms time entries file activity red flags You decide coherent or incoherent Daily use invoice QA stop vague billing scope creep detection reduce fee challenges tabulartext-classificationn<1K0 likes39 downloads7mo agoHugging Face16ClarusC64 /clinical-physiotherapy-mobilisation-plan-execution-coherence-risk-v0.1What this repo is for Detect when a mobilisation plan exists but mobilisation does not happen or does not get recorded or no response happens when it fails Common breaks plan set but no mobilisation mobilised but not documented barriers not captured no PT escalation discharge plan not updated Examples post-op patient stays bedbound despite daily plan ICU stepdown mobilised but no record elderly patient not mobilised for 3 days with no escalation You use it to flag deconditioning risk delayed… See the full description on the dataset page: https://huggingface.co/datasets/ClarusC64/clinical-physiotherapy-mobilisation-plan-execution-coherence-risk-v0.1.texttext-classificationn<1K0 likes39 downloads7mo agoHugging Face17ClarusC64 /clinical-narrative-coherence-outcome-correlation-mapping-v0.1What this dataset tests Whether narrative coherenceis structurally correlated withclinical outcomes and resilience. Required outputs narrative coherence score outcome alignment score resilience correlation index relapse risk modifier adherence influence signal narrative–outcome relationship Use case Third layer of the Healing Narrative Coherence Corpus. tabulartabular-classificationn<1K0 likes38 downloads8mo agoHugging Face18ClarusC64 /metamaterial-resonance-coherence-drift-detection-v0.1Goal Detect when a metamaterial stops matching its designed resonance behavior. Core idea Emergent properties vanish when three things stop moving together: unit cell geometrysimulated resonancemeasured scattering response This dataset tests whether a model can detect that coherence loss. Inputs SEM-derived geometry features simulated resonance and expected band behavior measured scattering parameters and resonance shift stress context (temperature, humidity, cycling) Required outputs… See the full description on the dataset page: https://huggingface.co/datasets/ClarusC64/metamaterial-resonance-coherence-drift-detection-v0.1.tabulartabular-classificationn<1K0 likes38 downloads8mo agoHugging Face19ClarusC64 /healthcare-medication-supply-coherence-risk-v0.1What this repo is for Detect medication supply breakdown before patient harm or ward disruption. Tracks alignment between prescribing demand and real supply conditions across pharmacy, stores, and wards. Hospitals frequently experience texttext-classificationn<1K0 likes38 downloads7mo agoHugging Face20ClarusC64 /aviation-lightning-strike-density-reroute-coherence-risk-v0.1What this repo is for Detect when flight rerouting does not match real storm risk. Flags high lightning but no reroute low lightning but heavy reroute fuel burn spikes delay cascades High relevance for airlines ATC flight planning systems climate-weather analytics texttext-classificationn<1K0 likes38 downloads7mo agoHugging Face21ClarusC64 /clinical-bed-request-allocation-transfer-coherence-risk-v0.1What this repo is for Detect when a bed is requested for a clinical need but allocation and transfer do not match Common breaks urgent ICU bed not allocated allocation late transfer late allocated but transfer not executed no interim mitigation documentation missing Examples ED boarding for ICU step-up isolation bed delay during infection risk post-op bed failure causing theatre cancellation You use it to flag flow breakdown risk deterioration delay risk texttext-classificationn<1K0 likes38 downloads7mo agoHugging Face22ClarusC64 /legal-pleading-cause-facts-remedy-coherence-risk-v0.1What this dataset does You receive causes pleaded material facts causation chain remedy consistency signals missing element flags You decide coherent or incoherent Daily use pleading QC missing element detection remedy mismatch flag amend required routing tabulartext-classificationn<1K0 likes37 downloads7mo agoHugging Face23ClarusC64 /clinical-medication-alignment-administration-coherence-risk-v0.1What this repo is for Detect when medication orders and actual administration fall out of alignment before missed doses and preventable harm. texttext-classificationn<1K0 likes37 downloads7mo agoHugging Face24Steven111223 /coherence-speaking-part2-ieltstabular1K<n<10K0 likes37 downloads7mo agoHugging Face25ClarusC64 /clinical_evidence_coherence_breakdown_v0.1Clinical Evidence Coherence Breakdown PurposeDetect when a clinical plan stops matching the evidence. You get evidence signals and a stated plan.You decide if a coherence break exists.You label the breakdown type.You propose the corrective action. Input fields patient_summary evidence_signals stated_diagnosis planned_action Required outputReturn one JSON object coherence_breakyes or no breakdown_typeMust match the allowed list correctionOne sentence Allowed breakdown_type… See the full description on the dataset page: https://huggingface.co/datasets/ClarusC64/clinical_evidence_coherence_breakdown_v0.1.texttext-classificationn<1K0 likes36 downloads8mo agoHugging Face26ClarusC64 /pharma-program-go-no-go-coherence-risk-v0.1What this repo is for support go or stop decisions in drug programs detect when teams continue weak assets detect when strong assets are wrongly killed align biology, safety, and signal with decision reduce sunk-cost bias support portfolio governance boards support licensing and diligence reviews How it is used You provide one row describing a program. The system returns one label. go or no_go How to read the output go means efficacy signal present safety acceptable biomarker supports target… See the full description on the dataset page: https://huggingface.co/datasets/ClarusC64/pharma-program-go-no-go-coherence-risk-v0.1.texttext-classificationn<1K0 likes36 downloads7mo agoHugging Face27ClarusC64 /healthcare-diagnostic-imaging-report-turnaround-coherence-risk-v0.1What this repo is for Detect diagnostic delay risk early. Tracks alignment between scan completion, reporting, validation, release, clinician notification, and clinical action. Helps hospitals reduce missed results, prevent diagnostic delays, and stabilise care pathways. texttext-classificationn<1K0 likes36 downloads7mo agoHugging Face28ClarusC64 /network-config-intent-state-coherence-drift-v0.1What this repo is for Detect when you think you deployed a change but the network did not converge to the intended state. Daily failure modes: partial deployment stale ACLs or route-maps “push succeeded” but running config differs rollback does not restore baseline inconsistent policy across devices This dataset trains a model to flag drift fast. texttext-classificationn<1K0 likes36 downloads7mo agoHugging Face29ClarusC64 /aviation-connection-bank-miss-risk-coherence-v0.1What this repo is for Detect when small inbound delays trigger outsized missed connections. Flags missed connections spike despite good buffer rebooking capacity too low for demand baggage misconnect rises with bank stress delays convert into passenger disruption texttext-classificationn<1K0 likes36 downloads7mo agoHugging Face30ClarusC64 /legal-evidence-reliability-probativeness-coherence-v0.1What this dataset is You receive evidence type reliability basis probative claim prejudice or confusion risk gatekeeping signals appellate posture You decide Does probative claim match reliability Answer coherent or incoherent Why this matters When coherence fails evidence gets excluded new trial risk rises verdict stability collapses tabulartext-classificationn<1K0 likes35 downloads7mo agoHugging Face

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