{"id":"W2032188021","doi":"10.1176/appi.ap.27.3.223","title":"Life Is Like an Onion","year":2003,"lang":"en","type":"article","venue":"Academic Psychiatry","topic":"Educational Leadership and Practices","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University","funders":"","keywords":"Psychology; MEDLINE; Medical education; Medicine; Biology","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001064328,0.00007848031,0.0000729963,0.00004906473,0.0004301914,0.00003620189,0.0002701773,0.0002573048,0.001377861],"category_scores_gemma":[0.0009080694,0.00008094181,0.00003883637,0.0002467376,0.0001108886,0.0006670329,0.000005286228,0.0005018617,0.0004244637],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003082307,"about_ca_system_score_gemma":0.001886967,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002904648,"about_ca_topic_score_gemma":0.0001463814,"domain_scores_codex":[0.9986764,0.0003707763,0.0001581868,0.0002138044,0.0003113703,0.0002694917],"domain_scores_gemma":[0.9991135,0.0001205814,0.0001045799,0.0001473351,0.00003636616,0.0004776233],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000007914168,0.00006770112,0.1499799,0.000007215363,0.00001405168,9.175407e-8,0.02512705,6.262604e-7,0.00001421475,0.5163139,0.3077498,0.0007174894],"study_design_scores_gemma":[0.00008545215,0.0000155818,0.002855315,0.00001047665,0.00001264811,0.000001118585,0.03408895,8.814526e-7,0.000006249102,0.03546988,0.9273326,0.0001208573],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2650168,0.006145369,0.00004348045,0.3744228,0.01012147,0.0002169221,0.00000535287,0.0001611042,0.3438667],"genre_scores_gemma":[0.9154339,0.0009397272,0.001721041,0.07392144,0.002181312,0.00001168578,0.000004800245,0.00001432257,0.005771712],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6504171,"threshold_uncertainty_score":0.999535,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08284140392297686,"score_gpt":0.4115897760469402,"score_spread":0.3287483721239634,"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."}}