{"id":"W2152804931","doi":"10.3402/meo.v7i.4542","title":"Needs Assessment in Postgraduate Medical Education: A Review","year":2002,"lang":"en","type":"review","venue":"Medical Education Online","topic":"Innovations in Medical Education","field":"Medicine","cited_by":99,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hospital for Sick Children","funders":"","keywords":"Medical education; Chart; Needs assessment; Context (archaeology); Audit; Focus group; Continuing medical education; Medicine; Continuing education; Psychology; Political science; Sociology","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":["metaresearch","metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.00305142,0.0008940222,0.0034034,0.002073776,0.0001177678,0.00004066292,0.001045458,0.001599413,0.03308347],"category_scores_gemma":[0.02944872,0.0007277608,0.0006078073,0.006118168,0.0003933599,0.0001568876,0.0001934611,0.004878154,0.0006254989],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001919194,"about_ca_system_score_gemma":0.09487402,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001005746,"about_ca_topic_score_gemma":0.00003171717,"domain_scores_codex":[0.9894942,0.0006405151,0.003816121,0.0009866208,0.004315071,0.0007474497],"domain_scores_gemma":[0.994499,0.0002823776,0.001034888,0.001626212,0.001113231,0.001444311],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000002053246,0.009196359,0.00004157795,0.04215481,0.00006546509,0.00001905688,0.00004933072,5.475902e-9,4.988544e-9,0.0009090877,0.2536281,0.6939341],"study_design_scores_gemma":[0.000432711,0.00008719113,0.0000962748,0.2459278,0.0007621422,0.001211135,0.0001253256,0.0001259486,1.023163e-8,0.00005764081,0.7507453,0.0004285412],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0000217681,0.8753458,0.0000376761,0.1117425,0.004886477,0.002682809,0.00001670199,0.0001318512,0.005134406],"genre_scores_gemma":[0.000003631181,0.9071014,0.004386502,0.06592101,0.003922066,0.001695854,0.009347711,0.0001454888,0.007476361],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.6935056,"threshold_uncertainty_score":0.9996967,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05739720190945411,"score_gpt":0.4972559548461393,"score_spread":0.4398587529366851,"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."}}