{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003940687,0.0001877696,0.000348707,0.0009802335,0.000247786,0.00002574458,0.0002654551,0.00004605499,0.0001261412],"category_scores_gemma":[0.00002025382,0.0001884665,0.00004314137,0.002194537,0.00007325591,0.00008363677,0.00008975599,0.0003479469,0.0002309375],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00179734,"about_ca_system_score_gemma":0.0006893332,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01704647,"about_ca_topic_score_gemma":0.006562693,"domain_scores_codex":[0.9977224,0.0001187727,0.0003448264,0.0004413982,0.000769247,0.0006033865],"domain_scores_gemma":[0.9985512,0.00004081506,0.00004854351,0.0005342013,0.0001033923,0.0007217836],"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":[0.000208831,0.000106436,0.0003831846,0.00009426744,0.00008965249,0.0005070835,0.004102246,0.00008446757,0.008856625,0.003874057,0.8871228,0.0945704],"study_design_scores_gemma":[0.002623499,0.0007810185,0.09958194,0.0001868938,0.00004372397,0.000002020046,0.02734854,0.0003874917,0.0001365346,0.0004898894,0.8681248,0.0002936102],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.4325641,0.0003738004,0.00002910294,0.04728584,0.0005525511,0.002429218,0.000196349,0.00006418414,0.5165049],"genre_scores_gemma":[0.7370002,0.00001359103,0.0002821067,0.2583868,0.0001712191,0.0003345576,0.0001237031,0.00004553214,0.003642316],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5128626,"threshold_uncertainty_score":0.9894991,"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."}}