{"id":"W3048137827","doi":"10.1097/acm.0000000000003627","title":"Learning in Faculty Development: The Role of Social Networks","year":2020,"lang":"en","type":"article","venue":"Academic Medicine","topic":"Innovations in Medical Education","field":"Medicine","cited_by":29,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Conceptualization; Embeddedness; Faculty development; Social learning; Psychology; Professional development; Medical education; Pedagogy; Sociology; Medicine; Social science; Computer 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.009177771,0.0002871816,0.0002716144,0.002529874,0.007977656,0.009774415,0.001292356,0.001238978,0.00487277],"category_scores_gemma":[0.0207789,0.0002554676,0.0002424826,0.001824338,0.01646348,0.00758582,0.008450959,0.001601458,0.0002606662],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007216259,"about_ca_system_score_gemma":0.01105647,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01547554,"about_ca_topic_score_gemma":0.01853043,"domain_scores_codex":[0.9882193,0.009089197,0.0001575929,0.0005344203,0.001087359,0.0009121799],"domain_scores_gemma":[0.9660414,0.02332723,0.003793213,0.0007565277,0.001264149,0.004817566],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0001032237,0.0003555458,0.1426882,0.0006806336,0.00009692153,0.001170927,0.4717097,0.001396785,0.0008361181,0.1687462,0.005483569,0.2067322],"study_design_scores_gemma":[0.00004880307,0.0002614582,0.1290512,0.002021818,0.00008350643,0.0008813727,0.5895023,0.002993084,0.000982692,0.1539878,0.1200698,0.0001162804],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7733444,0.007133743,0.0127126,0.05082631,0.0002534813,0.0002053837,0.0001040233,0.0001012155,0.1553189],"genre_scores_gemma":[0.9963447,0.001022964,0.0009596681,0.000365783,0.00004595406,0.00002884348,0.00000866658,0.000009248854,0.001214119],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01547554,"threshold_uncertainty_score":0.05235785,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03574352829978906,"score_gpt":0.3520504792699998,"score_spread":0.3163069509702107,"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."}}