{"id":"W2110459728","doi":"10.3402/meo.v7i.4538","title":"Personality Perceptions of Medical School Applicants","year":2002,"lang":"en","type":"article","venue":"Medical Education Online","topic":"Medical Education and Admissions","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Psychology; Personality; Inter-rater reliability; Big Five personality traits; Perception; Clinical psychology; Cognition; Personality Assessment Inventory; Affect (linguistics); Applied psychology; Social psychology; Developmental psychology; 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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005822408,0.0001573139,0.000377047,0.000159248,0.00009040802,0.000007899051,0.0003067415,0.0003606136,0.6089749],"category_scores_gemma":[0.03037558,0.0001231392,0.0001498199,0.0004864528,0.0003813083,0.0000488693,0.0000436858,0.0007640041,0.0004687246],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008867752,"about_ca_system_score_gemma":0.008266231,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001673004,"about_ca_topic_score_gemma":0.00002773517,"domain_scores_codex":[0.9961131,0.00009253692,0.0006649335,0.0003236963,0.002541174,0.000264589],"domain_scores_gemma":[0.9913104,0.000137116,0.0001215236,0.0004418462,0.0002792678,0.007709849],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003203397,0.02761528,0.02355609,0.000341426,0.00007321142,0.00001304218,0.001334781,1.154372e-7,0.0002109492,0.002196124,0.5782263,0.3664006],"study_design_scores_gemma":[0.003802097,0.0004141824,0.2205392,0.001852966,0.0002084122,0.0006384628,0.007895643,0.01194432,0.00005504949,0.0004270019,0.7517605,0.0004622225],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5788627,0.0008416548,0.0004528426,0.4078647,0.0009225961,0.0004138711,0.00002926955,0.0001203465,0.01049202],"genre_scores_gemma":[0.9246016,0.001065837,0.002172385,0.05471463,0.0020993,0.00007280645,0.0003628508,0.00002816775,0.01488248],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6085061,"threshold_uncertainty_score":0.997356,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0435600084943754,"score_gpt":0.4191421345434304,"score_spread":0.3755821260490549,"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."}}