{"id":"W4380740989","doi":"10.1080/13611267.2023.2225394","title":"Mentoring faculty: impact, dyads vs. groups, and gender","year":2023,"lang":"en","type":"article","venue":"Mentoring & Tutoring Partnership in Learning","topic":"Mentoring and Academic Development","field":"Psychology","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Medical education; Psychology; Faculty development; University faculty; Higher education; Professional development; Medicine; Political science","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.003842979,0.0005560743,0.0005587555,0.0007122335,0.000403266,0.0002218937,0.0003906832,0.0002940538,0.0002551709],"category_scores_gemma":[0.0004063195,0.0005705383,0.0001274547,0.001137851,0.00006995868,0.0003148255,0.0003677076,0.001282773,0.0005132302],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008011926,"about_ca_system_score_gemma":0.00006310608,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002131579,"about_ca_topic_score_gemma":0.00000313948,"domain_scores_codex":[0.9948741,0.0003600652,0.0007528687,0.001091504,0.0007629373,0.002158538],"domain_scores_gemma":[0.9983812,0.0003771577,0.0002446791,0.0004237042,0.00004333357,0.0005299094],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001124757,0.00007383671,0.8605675,0.0001639529,0.0002401287,0.0002141968,0.1175753,0.00194283,0.001950479,0.00395308,0.001886182,0.01132005],"study_design_scores_gemma":[0.002483399,0.0002051873,0.5175644,0.0004657775,0.0000621523,0.00003793906,0.006905515,0.0004381001,0.0007097736,0.0003410521,0.4695929,0.001193852],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9436888,0.0005374984,0.00004407192,0.0001551017,0.005147953,0.0003238019,0.000002039608,0.0009770609,0.04912373],"genre_scores_gemma":[0.8926787,0.0001060374,0.0001652791,0.00002512359,0.001039759,0.0002597313,0.00004362601,0.0001101875,0.1055715],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4677067,"threshold_uncertainty_score":0.9996746,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1206294240152493,"score_gpt":0.4059173631116964,"score_spread":0.2852879390964471,"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."}}