{"id":"W4400405124","doi":"10.55016/ojs/pplt.v7y2024.78034","title":"Faculty Engagement In Professional Development","year":2024,"lang":"en","type":"article","venue":"Papers on postsecondary learning and teaching.","topic":"Evaluation of Teaching Practices","field":"Social Sciences","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Focus group; Student engagement; Psychology; Medical education; Perspective (graphical); Professional development; Faculty development; Anxiety; Pedagogy; Medicine; Sociology; Computer science","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.006449088,0.0001246888,0.0001139951,0.0001878644,0.001311936,0.0002051097,0.0001084816,0.00007811382,0.0008516161],"category_scores_gemma":[0.001368795,0.0001112838,0.0000282191,0.00007580769,0.00007169957,0.0002729651,0.00005477922,0.001618994,0.0001356942],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001645809,"about_ca_system_score_gemma":0.0003790641,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002413239,"about_ca_topic_score_gemma":0.0003250041,"domain_scores_codex":[0.9971801,0.001560402,0.0002095934,0.0003327657,0.000460264,0.0002568835],"domain_scores_gemma":[0.9989386,0.0008407155,0.00005536209,0.00005517875,0.00001515654,0.00009503291],"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":[0.0000404389,0.0001661371,0.02479023,0.00007498726,0.00006309019,0.00004019284,0.2494147,0.00007117153,0.0002140671,0.04570228,0.003630724,0.675792],"study_design_scores_gemma":[0.0001615276,0.00005001037,0.02817374,0.0001942601,0.000006182374,0.000001527567,0.0100128,0.0001037051,0.000008029028,0.00008168162,0.9610571,0.0001494609],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6921805,0.0004413758,0.000003405626,0.007989069,0.0009874624,0.0001867462,0.000002923977,0.000270624,0.2979379],"genre_scores_gemma":[0.9432074,0.00002919736,0.0005681838,0.0003618692,0.00008776308,0.0000187685,0.00004437329,0.00001451842,0.05566795],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9574264,"threshold_uncertainty_score":0.9999882,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07040206055379633,"score_gpt":0.4271790749100484,"score_spread":0.3567770143562521,"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."}}