{"id":"W1973377737","doi":"10.1176/appi.ap.32.3.230","title":"Peer Group Mentoring of Junior Faculty","year":2008,"lang":"en","type":"article","venue":"Academic Psychiatry","topic":"Mentoring and Academic Development","field":"Psychology","cited_by":75,"is_retracted":false,"has_abstract":false,"ca_institutions":"Sunnybrook Hospital; University of Toronto; Sunnybrook Health Science Centre","funders":"","keywords":"Peer mentoring; Medical education; Peer group; Psychology; Group (periodic table); Medicine; Social psychology; Chemistry","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":[0.0008772455,0.000235667,0.0003176557,0.0001450571,0.0001354813,0.000003028408,0.0005413549,0.0004382472,0.0007835905],"category_scores_gemma":[0.00008499272,0.0002228982,0.00009485255,0.0002931049,0.0001054124,0.0001039445,0.0000957465,0.0009387552,0.0003900049],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001039163,"about_ca_system_score_gemma":0.00008403316,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003787504,"about_ca_topic_score_gemma":4.700037e-7,"domain_scores_codex":[0.9974426,0.00007259736,0.0006611011,0.0004490625,0.0006418826,0.0007327367],"domain_scores_gemma":[0.9989927,0.00005522954,0.000272134,0.000360883,0.00006568627,0.0002533359],"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":[0.000100126,0.0001940079,0.4206979,0.00006052598,0.0002408466,0.000008329263,0.02277353,0.000002417554,0.001839872,0.02122217,0.526557,0.006303308],"study_design_scores_gemma":[0.001817956,0.0001074874,0.1924153,0.0001325537,0.0000299238,0.0001057425,0.003533731,0.000002859382,0.0004422977,0.001513369,0.7994163,0.0004824721],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9377377,0.001564467,0.000137595,0.001753602,0.01683404,0.0001760044,0.00002033247,0.0001495779,0.04162668],"genre_scores_gemma":[0.9229878,0.0002138112,0.002443214,0.0006809346,0.001390443,0.0001116591,0.00003175218,0.00004793153,0.07209241],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2728593,"threshold_uncertainty_score":0.9089523,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05552196528709091,"score_gpt":0.3459392840910155,"score_spread":0.2904173188039246,"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."}}