{"id":"W4414528107","doi":"10.1080/02699052.2025.2565640","title":"Comparative predictive validity of a psychological risk screening tool in adults after mild traumatic brain injury","year":2025,"lang":"en","type":"article","venue":"Brain Injury","topic":"Traumatic Brain Injury Research","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Health Research Council of New Zealand","keywords":"Traumatic brain injury; Predictive validity; Predictive value; Referral; Injury prevention; Predictive value of tests; Poison control; Psychological intervention; Risk assessment","routes":{"ca_aff":true,"ca_fund":false,"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":[0.004752466,0.000599413,0.0007495189,0.001396229,0.0004337105,0.000989717,0.0005734531,0.0008262439,0.0009162875],"category_scores_gemma":[0.02759165,0.0002854066,0.0008935209,0.00112159,0.0004180641,0.0008348262,0.001210513,0.0007680064,0.0002458575],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004378444,"about_ca_system_score_gemma":0.0006205175,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004552505,"about_ca_topic_score_gemma":0.007861663,"domain_scores_codex":[0.9975184,0.0008391767,0.0003437906,0.0002817487,0.0008260687,0.0001908346],"domain_scores_gemma":[0.9904075,0.003721651,0.003290029,0.0004051556,0.001518178,0.0006574938],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003856012,0.0001011568,0.9940714,0.00002512543,0.000102581,0.00002314835,0.0001444456,0.0001031708,0.00007198457,0.00001339458,0.000118236,0.004839655],"study_design_scores_gemma":[0.00002779935,0.0005514221,0.9980373,0.00001874476,0.00004745373,0.00006934376,0.0002541761,0.0007710755,0.00005478449,0.00003741186,0.0001222938,0.000008204662],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9986915,0.0002523302,0.0001675216,0.00007745985,0.00002133165,0.0000784287,0.000315823,0.000006389402,0.0003892303],"genre_scores_gemma":[0.9983115,0.0001161708,0.0005738588,0.00003988254,0.00002677817,0.00009617858,0.0007050094,0.000001910112,0.0001285913],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004752466,"threshold_uncertainty_score":0.02513379,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1354624773145919,"score_gpt":0.4262938319713326,"score_spread":0.2908313546567407,"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."}}