{"id":"W3159153634","doi":"10.1097/ceh.0000000000000360","title":"The Ontological Choreography of Continuing Professional Development: A Mixed-Methods Study of Continuing Professional Development Leaders and Program Directors.","year":2022,"lang":"en","type":"article","venue":"PubMed","topic":"Adult and Continuing Education Topics","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"The Wilson Centre; University of Toronto","funders":"","keywords":"Scholarship; Institution; Vision; Scholarship of Teaching and Learning; Medical education; Grounded theory; Professional development; Sociology; Public relations; Psychology; Engineering ethics; Pedagogy; Political science; Qualitative research; Medicine; Engineering; Social science; Teaching method","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":[0.004094564,0.0001476331,0.0002985378,0.0001170529,0.001112838,0.00004349958,0.0003929359,0.00006997404,0.00002549144],"category_scores_gemma":[0.0005807134,0.0001085015,0.00005946677,0.0005042614,0.0004573546,0.00008489461,0.000271977,0.0002994344,1.923373e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008207776,"about_ca_system_score_gemma":0.0002256464,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009761026,"about_ca_topic_score_gemma":0.0007137422,"domain_scores_codex":[0.9966408,0.001234785,0.0006018636,0.0003076149,0.0007326233,0.0004823081],"domain_scores_gemma":[0.9985059,0.0006132419,0.0004299433,0.0001335389,0.0001944036,0.0001229458],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00004137246,0.0007513558,0.1228619,0.00001322752,0.00005118036,5.336707e-7,0.1386255,2.753353e-7,0.00000701438,0.0003511596,0.0002131695,0.7370833],"study_design_scores_gemma":[0.0003962616,0.00003708936,0.6843034,0.00002523233,0.00001205853,4.529739e-7,0.1729551,0.00000202928,0.0001316515,0.00005796166,0.1419575,0.0001213093],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9940014,0.0005666339,0.00001628334,0.0004168939,0.002097013,0.002247693,0.000001333884,0.00006687054,0.0005858862],"genre_scores_gemma":[0.9866168,0.00001182513,0.002988231,0.0000189368,0.00006560812,0.005900315,0.000004899908,0.00001035053,0.004382985],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.736962,"threshold_uncertainty_score":0.8559163,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03572656757722501,"score_gpt":0.367809277180656,"score_spread":0.3320827096034309,"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."}}