{"id":"W4220829259","doi":"10.46747/cfp.6803175","title":"Collaboration is key to concussion management in family medicine","year":2022,"lang":"en","type":"article","venue":"Canadian Family Physician","topic":"Traumatic Brain Injury Research","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University; Université Laval; The Wilson Centre; University of Toronto","funders":"","keywords":"Concussion; Key (lock); Medicine; Alternative medicine; Public health; Work (physics); Health care; Family medicine; Poison control; Computer science; Medical emergency; Nursing; Injury prevention; Computer security; Political science; Pathology; Engineering","routes":{"ca_aff":true,"ca_fund":false,"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":[0.06531225,0.0009351777,0.002638222,0.003173686,0.0392792,0.02032025,0.005453181,0.0144135,0.03195136],"category_scores_gemma":[0.1854481,0.001644481,0.002292505,0.002996035,0.01393666,0.01851591,0.03257878,0.03330295,0.006211874],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02476367,"about_ca_system_score_gemma":0.2315986,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1057418,"about_ca_topic_score_gemma":0.1641476,"domain_scores_codex":[0.8853009,0.05903159,0.006284773,0.006723545,0.02554561,0.01711364],"domain_scores_gemma":[0.60631,0.07793083,0.01576648,0.0139657,0.08721031,0.1988166],"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":[0.000170489,0.0007485708,0.01274991,0.001597327,0.0004360075,0.002651406,0.04302021,0.0005243219,0.0005428008,0.03611561,0.6639429,0.2375005],"study_design_scores_gemma":[0.0002244874,0.0003856328,0.01535782,0.009699631,0.0001860258,0.002303416,0.03983494,0.0003144743,0.0003285582,0.0813358,0.8496457,0.0003835403],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.003051145,0.008938909,0.004164522,0.9472558,0.006395568,0.0002001733,0.00009902607,0.0002760874,0.02961873],"genre_scores_gemma":[0.3826838,0.04868896,0.0569522,0.4604746,0.02281051,0.001809759,0.0006973105,0.0006513949,0.02523136],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1057418,"threshold_uncertainty_score":0.3454083,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05514939232509209,"score_gpt":0.3281820688188761,"score_spread":0.273032676493784,"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."}}