{"id":"W2038162399","doi":"10.1007/s10459-005-5639-0","title":"Self and Peer Assessment of Pediatricians, Psychiatrists and Medicine Specialists: Implications for Self-Directed Learning","year":2006,"lang":"en","type":"article","venue":"Advances in Health Sciences Education","topic":"Innovations in Medical Education","field":"Medicine","cited_by":106,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Quartile; Percentile; Peer assessment; Self-assessment; Medicine; Percentile rank; Peer group; Family medicine; MEDLINE; Psychology; Medical education; Internal medicine; Social psychology","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":[],"consensus_categories":[],"category_scores_codex":[0.00181806,0.0001039616,0.0002474129,0.0004608512,0.0003184363,0.0000131027,0.00007664329,0.00005323499,0.000008044444],"category_scores_gemma":[0.0006615086,0.00009244766,0.00001354998,0.001357215,0.0002533027,0.0002524652,0.0000120976,0.0001561268,1.906625e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002373455,"about_ca_system_score_gemma":0.001322327,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003302696,"about_ca_topic_score_gemma":0.0001087596,"domain_scores_codex":[0.998381,0.00006229113,0.0006751157,0.0003394097,0.0003154091,0.0002267615],"domain_scores_gemma":[0.9986985,0.0002261603,0.0004361377,0.000128132,0.000454858,0.00005623565],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000008840375,0.0004771406,0.8739865,0.001344736,0.000003370822,2.803523e-8,0.001030017,0.00003493575,0.00001747669,0.06021475,0.006314251,0.056568],"study_design_scores_gemma":[0.0006400329,0.0005071017,0.8913738,0.0002117603,0.00002760321,0.00001487046,0.001715297,0.003371127,0.000003241752,0.01091591,0.09111465,0.0001046844],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7275371,0.0418462,0.004925914,0.2032752,0.003997687,0.004435741,0.00001323595,0.0004351569,0.01353375],"genre_scores_gemma":[0.6349311,0.007393552,0.3548045,0.001137996,0.001180094,0.0002503432,0.0001220737,0.00001250271,0.0001678019],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3498786,"threshold_uncertainty_score":0.3769906,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01268500213332827,"score_gpt":0.4377715432483227,"score_spread":0.4250865411149944,"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."}}