{"id":"W2029741170","doi":"10.1207/s15328015tlm1401_9","title":"Validity of Admissions Measures in Predicting Performance Outcomes: The Contribution of Cognitive and Non-Cognitive Dimensions","year":2002,"lang":"en","type":"article","venue":"Teaching and Learning in Medicine","topic":"Medical Education and Admissions","field":"Medicine","cited_by":178,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Cognition; Interpersonal communication; Psychology; Cognitive skill; Task (project management); Clinical psychology; Medical education; Social psychology; Medicine; Psychiatry","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.01955279,0.0008160492,0.0006065964,0.003333642,0.0008130908,0.002148231,0.001146054,0.001266574,0.001401869],"category_scores_gemma":[0.1241486,0.0002448698,0.0007717861,0.002663398,0.002320223,0.001538857,0.002686113,0.001426265,0.0005643053],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001093529,"about_ca_system_score_gemma":0.002784753,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004793936,"about_ca_topic_score_gemma":0.007470187,"domain_scores_codex":[0.9849954,0.007161026,0.001687222,0.0008096835,0.00461397,0.0007327651],"domain_scores_gemma":[0.840978,0.1011329,0.02830368,0.005044342,0.01304973,0.01149131],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001108836,0.0001146011,0.9910178,0.00002193135,0.00004592251,0.00001958673,0.0001595183,0.0002465908,0.00005134159,0.0001493666,0.0001190922,0.007943429],"study_design_scores_gemma":[0.00002114174,0.0004259858,0.9929157,0.00008270652,0.00003181045,0.00008843976,0.0004272057,0.004201201,0.000271817,0.001019781,0.0004970428,0.00001714854],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9934539,0.0005571035,0.00129281,0.0004406114,0.00005536789,0.0001037151,0.0002247907,0.0000247219,0.003847078],"genre_scores_gemma":[0.9985533,0.0001036033,0.0007046484,0.00006334841,0.00004346588,0.0000635544,0.0002355296,0.000006853252,0.0002257514],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01955279,"threshold_uncertainty_score":0.1034063,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05386067185860508,"score_gpt":0.3499964790228425,"score_spread":0.2961358071642374,"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."}}