{"id":"W2318170332","doi":"10.1097/htr.0000000000000029","title":"The Clinical Reasoning That Guides Therapists in Interpreting Errors in Real-World Performance","year":2014,"lang":"en","type":"article","venue":"Journal of Head Trauma Rehabilitation","topic":"Traumatic Brain Injury Research","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dawson College; Toronto Rehabilitation Institute","funders":"","keywords":"Psychology; Cognitive psychology; Computer science; Medical physics; Medicine","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0139497,0.0001272454,0.0004565089,0.0004431015,0.00008008295,0.00003882191,0.0002113863,0.00008747278,0.00001921485],"category_scores_gemma":[0.006370249,0.00008278256,0.0001762327,0.0004286638,0.0002427373,0.0002745336,0.00002272189,0.000934149,0.000006268411],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003323702,"about_ca_system_score_gemma":0.0001455126,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000102721,"about_ca_topic_score_gemma":0.001146249,"domain_scores_codex":[0.996372,0.0009921133,0.001544019,0.0001794242,0.0005997884,0.0003126284],"domain_scores_gemma":[0.9922456,0.006655477,0.0004506121,0.0002981936,0.0002385617,0.0001116245],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001173249,0.0001488819,0.7730128,0.000119699,0.00001909087,0.000005713084,0.002865572,0.00006407792,0.0001184419,0.0002783824,0.0002120589,0.221982],"study_design_scores_gemma":[0.002233966,0.001967389,0.9837128,0.002276078,0.000009531436,0.00004300892,0.001996227,0.005860311,0.00008448346,0.0006964484,0.001045933,0.00007381711],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9866861,0.0001433675,0.0000684472,0.009505286,0.0002546592,0.0003448081,2.488709e-7,0.00001128079,0.002985838],"genre_scores_gemma":[0.9904158,0.0001192917,0.009089497,0.0001150932,0.000139475,0.00001259229,7.508847e-7,0.00002101583,0.00008656215],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2219082,"threshold_uncertainty_score":0.7626244,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08953079447978073,"score_gpt":0.4415892053405432,"score_spread":0.3520584108607625,"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."}}