{"id":"W2590701261","doi":"10.1080/02699052.2016.1271456","title":"Development of the Sports Organization Concussion Risk Assessment Tool (SOCRAT)","year":2017,"lang":"en","type":"review","venue":"Brain Injury","topic":"Traumatic Brain Injury Research","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Concussion; Ice hockey; Risk assessment; Risk factor; Allowance (engineering); Risk management tools; Human factors and ergonomics; Risk analysis (engineering); Poison control; Psychology; Injury prevention; Computer science; Applied psychology; Physical therapy; Medicine; Engineering; Physical medicine and rehabilitation; Operations management; Computer security; Medical emergency","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":[0.01019984,0.001386992,0.001795049,0.01220519,0.0004252736,0.001775567,0.001749549,0.0009668455,0.00543225],"category_scores_gemma":[0.02528291,0.0005270939,0.003364991,0.004666042,0.0003585434,0.001779767,0.001577437,0.001173351,0.001865813],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001247194,"about_ca_system_score_gemma":0.006968658,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003723615,"about_ca_topic_score_gemma":0.006603655,"domain_scores_codex":[0.9942274,0.001726543,0.001618586,0.0003026315,0.002003735,0.0001210216],"domain_scores_gemma":[0.9830232,0.007393652,0.002023541,0.0003244485,0.006886793,0.0003484022],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001856255,0.0001313171,0.01170393,0.02658837,0.0007031456,0.0001933105,0.0003505841,0.002429323,0.0004389644,0.002745962,0.02496283,0.9295666],"study_design_scores_gemma":[0.0006749827,0.001637201,0.07768045,0.08107065,0.006239028,0.004507564,0.001860729,0.01965247,0.00521938,0.01068619,0.7902434,0.0005278792],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.05570348,0.4600144,0.3358035,0.0126126,0.004151982,0.0273516,0.04071875,0.007440108,0.05620347],"genre_scores_gemma":[0.1457699,0.1528991,0.6527248,0.002281922,0.0007677707,0.01330829,0.02432675,0.0002776911,0.007643726],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01220519,"threshold_uncertainty_score":0.0539425,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1067449850177389,"score_gpt":0.4335288498857877,"score_spread":0.3267838648680488,"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."}}