{"id":"W4224435216","doi":"10.1017/cjn.2022.45","title":"Beyond Diagnose-and-Adios: Musings of a Retired Stroke Neurologist","year":2022,"lang":"en","type":"article","venue":"Canadian Journal of Neurological Sciences / Journal Canadien des Sciences Neurologiques","topic":"Mental Health and Psychiatry","field":"Arts and Humanities","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Nova Scotia Health Authority; Dalhousie University","funders":"Canadian Stroke Consortium; Canadian Stroke Network; Strong; Heart and Stroke Foundation of Canada","keywords":"Content (measure theory); Action (physics); Stroke (engine); Computer science; Medicine; Engineering; Mathematics; Physics","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003315637,0.0005163198,0.0006903043,0.0008199426,0.01399582,0.003278277,0.001496258,0.006972341,0.01222406],"category_scores_gemma":[0.02119613,0.000516542,0.000657158,0.0004345976,0.003228322,0.004137409,0.004007179,0.01500415,0.003380519],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004748317,"about_ca_system_score_gemma":0.007592635,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01767089,"about_ca_topic_score_gemma":0.06590866,"domain_scores_codex":[0.9971099,0.001212839,0.0002315773,0.0002312544,0.0005076283,0.0007067617],"domain_scores_gemma":[0.9877223,0.002144722,0.0006663615,0.0002964601,0.002104579,0.00706561],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008831511,0.0002273635,0.01098137,0.0001801444,0.00004703586,0.06948912,0.02435685,0.0002012818,0.0006171401,0.00316725,0.8386313,0.05201274],"study_design_scores_gemma":[0.00006032819,0.0003004065,0.0113463,0.002064078,0.00008659879,0.07552385,0.18985,0.0009500094,0.0006262285,0.01922219,0.69973,0.0002400261],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.02692034,0.003484643,0.001113834,0.9370472,0.01162164,0.00004752678,0.00008688396,0.0001575775,0.01952028],"genre_scores_gemma":[0.3062917,0.00862974,0.005465664,0.6157554,0.009154285,0.00009534512,0.000169754,0.0003147816,0.05412333],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.01767089,"threshold_uncertainty_score":0.0408935,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04908336297001512,"score_gpt":0.2656211229928526,"score_spread":0.2165377600228374,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}