{"id":"W3151112321","doi":"10.36834/cmej.70224","title":"Experiential learning, collaboration and reflection: key ingredients in longitudinal faculty development","year":2021,"lang":"en","type":"article","venue":"Canadian Medical Education Journal","topic":"Innovations in Medical Education","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"University of British Columbia","keywords":"Narrative; Reflection (computer programming); Experiential learning; Thematic analysis; Psychology; Reflective practice; Medical education; Pedagogy; Mathematics education; Qualitative research; Sociology; Computer science; Medicine","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007209146,0.0001191798,0.0001769437,0.0005227758,0.0003761391,0.0001075005,0.00006976646,0.0002231784,0.009046539],"category_scores_gemma":[0.01649937,0.0001223347,0.00002313329,0.001070896,0.0001004142,0.0001848054,0.00001662727,0.0009659057,0.00002345988],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001221103,"about_ca_system_score_gemma":0.06646144,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004164643,"about_ca_topic_score_gemma":0.01031974,"domain_scores_codex":[0.9980633,0.00009486187,0.0005287585,0.0002519339,0.0007542286,0.0003068641],"domain_scores_gemma":[0.9964515,0.00001333307,0.0001156051,0.0001076711,0.001138803,0.002173063],"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":[0.0000718431,0.0008081213,0.2453194,0.0001185608,0.00008419944,0.0004767639,0.02950023,0.000009831852,0.0001415633,0.0015008,0.1844217,0.5375469],"study_design_scores_gemma":[0.001238927,0.00008075797,0.1288457,0.000366019,0.00002118018,0.003231646,0.01470925,0.0002076856,0.0002327828,0.00006908031,0.8508217,0.0001752409],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9524337,0.000375936,0.0002395286,0.04045887,0.003153318,0.0001482964,7.392602e-7,0.0000156,0.003174015],"genre_scores_gemma":[0.9781248,0.0000752306,0.007292083,0.01004942,0.001220971,0.00005092545,0.0002713889,0.00001971583,0.002895475],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6664001,"threshold_uncertainty_score":0.9918593,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02194354380333364,"score_gpt":0.3651071921626733,"score_spread":0.3431636483593397,"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."}}