{"id":"W1999180243","doi":"10.1186/1472-6920-12-105","title":"What should we be selecting for? A systematic approach for determining which personal characteristics to assess for during admissions","year":2012,"lang":"en","type":"article","venue":"BMC Medical Education","topic":"Medical Education and Admissions","field":"Medicine","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"Vancouver Hospital and Health Sciences Centre; University of Calgary; University of Guelph","funders":"","keywords":"Empathy; Medical education; Reliability (semiconductor); Medicine; Psychology; Rank (graph theory); Variance (accounting); Applied psychology; Family medicine; Social psychology","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":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.2559409,0.002182907,0.006324134,0.02130022,0.007369703,0.008656101,0.005226159,0.003396974,0.002492903],"category_scores_gemma":[0.3931024,0.002064384,0.004804438,0.01262728,0.005919458,0.01308335,0.008808832,0.005309928,0.001732621],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01434355,"about_ca_system_score_gemma":0.118276,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01469799,"about_ca_topic_score_gemma":0.04445413,"domain_scores_codex":[0.6926103,0.2124861,0.05233371,0.008071366,0.0313092,0.003189372],"domain_scores_gemma":[0.6010898,0.1530989,0.0464557,0.02149377,0.1625561,0.01530568],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000910587,0.0006573453,0.05683673,0.05560279,0.0007933095,0.001066617,0.07937226,0.0006770871,0.002683219,0.004440376,0.05116182,0.7457979],"study_design_scores_gemma":[0.002056958,0.003769499,0.09489541,0.3162284,0.003720472,0.002944286,0.2696982,0.007190035,0.005366365,0.05351955,0.2388619,0.001748876],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"methods","genre_scores_codex":[0.1591981,0.08053239,0.2864028,0.1283387,0.007525677,0.3096943,0.005206821,0.002353547,0.02074768],"genre_scores_gemma":[0.1738781,0.03860405,0.6499813,0.01006778,0.001038496,0.1213449,0.001515539,0.0002721908,0.003297588],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.7440591,"threshold_uncertainty_score":0.9175573,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2062397936793043,"score_gpt":0.4505801348848814,"score_spread":0.2443403412055771,"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."}}