{"id":"W2957853081","doi":"10.1136/bmjopen-2019-029621","title":"Development of a point of care system for automated coma prognosis: a prospective cohort study protocol","year":2019,"lang":"en","type":"article","venue":"BMJ Open","topic":"Cardiac Arrest and Resuscitation","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; McMaster University; Brain Canada Foundation; Vector Institute; Hamilton Health Sciences; MaRS","funders":"Natural Sciences and Engineering Research Council of Canada; Canadian Institutes of Health Research; Hamilton Health Sciences; California HIV/AIDS Research Program","keywords":"Medicine; Protocol (science); Coma (optics); Prospective cohort study; Cohort study; Point of care; Medical emergency; Cohort; Epidemiology; Emergency medicine; Intensive care medicine; Nursing; Alternative medicine; Surgery; Pathology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"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":[0.01913058,0.002030518,0.001932047,0.001667697,0.002658052,0.001464425,0.001919581,0.001662431,0.01332653],"category_scores_gemma":[0.01194138,0.00135064,0.00181453,0.001706693,0.001229924,0.001845448,0.001816744,0.00169895,0.005384095],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003001882,"about_ca_system_score_gemma":0.01066083,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004416694,"about_ca_topic_score_gemma":0.004736459,"domain_scores_codex":[0.9903505,0.004868109,0.001421838,0.001302044,0.001222236,0.000835227],"domain_scores_gemma":[0.9935921,0.0008692812,0.0009538559,0.001200553,0.002459503,0.0009247558],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.2218039,0.03843586,0.5323433,0.008058768,0.002083985,0.002841923,0.00404583,0.007353086,0.008485506,0.006463075,0.03886067,0.129224],"study_design_scores_gemma":[0.0942221,0.1616223,0.63056,0.00291234,0.001964296,0.001198002,0.003628816,0.01392678,0.004965893,0.004453935,0.07985479,0.0006907244],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.1380247,0.0003637225,0.02093991,0.000432221,0.0002017138,0.8245274,0.01262433,0.0001740846,0.002712045],"genre_scores_gemma":[0.07684338,0.0001707919,0.01278574,0.0002539961,0.00007009371,0.9039584,0.004891569,0.00002960167,0.0009963585],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.01913058,"threshold_uncertainty_score":0.1011733,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02980451176554625,"score_gpt":0.403120281372804,"score_spread":0.3733157696072578,"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."}}