{"id":"W3195271869","doi":"10.1187/cbe.21-02-0037","title":"Professional Development, Shifting Perspectives, and Instructional Change among Community College Anatomy and Physiology Instructors","year":2021,"lang":"en","type":"article","venue":"CBE—Life Sciences Education","topic":"Evaluation of Teaching Practices","field":"Social Sciences","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Bishop's University","funders":"National Science Foundation","keywords":"Conceptual change; Professional development; Medical education; Psychology; Professional learning community; Qualitative research; Community college; Active learning (machine learning); Faculty development; 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":[0.002671079,0.0001009136,0.0001209397,0.0001556676,0.004235718,0.0001088903,0.0002024032,0.00008536122,0.0001514962],"category_scores_gemma":[0.002932329,0.0001010117,0.00001547833,0.0005939808,0.001498403,0.001429816,0.0001467707,0.0003173534,0.000003167773],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001529101,"about_ca_system_score_gemma":0.003128775,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001845604,"about_ca_topic_score_gemma":0.002156508,"domain_scores_codex":[0.9974185,0.001405663,0.0001971376,0.0003150435,0.0004499803,0.0002137107],"domain_scores_gemma":[0.998731,0.0004794256,0.0002328999,0.0001031012,0.0002931254,0.0001604852],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001040817,0.0003257298,0.5223921,0.00004839842,0.00002635775,3.249929e-7,0.2517368,0.000002404484,0.0003294291,0.1909337,0.0006265998,0.03356772],"study_design_scores_gemma":[0.0001020549,0.00001186735,0.7310835,0.00003499533,0.000006260394,0.000004145488,0.2529735,0.00005855359,0.00003754674,0.002234491,0.01334249,0.0001106112],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9868255,0.0006514388,0.000004779026,0.00691068,0.001416936,0.0002036425,0.000004191436,0.00003849684,0.003944377],"genre_scores_gemma":[0.9932811,0.0001058069,0.005465417,0.0003591015,0.0003010248,0.0000456783,0.00001286604,0.000004878164,0.0004241716],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2086914,"threshold_uncertainty_score":0.9970607,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1371013509198724,"score_gpt":0.4516065013366832,"score_spread":0.3145051504168108,"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."}}