{"id":"W2212851807","doi":"","title":"The Impact of Online Professional Development on Teaching Practice: Research Summary and Final Results","year":2004,"lang":"en","type":"article","venue":"E-Learn: World Conference on E-Learning in Corporate, Government, Healthcare, and Higher Education","topic":"Technology-Enhanced Education Studies","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Professional development; Engineering ethics; Medical education; Computer science; Engineering; Medicine","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":[0.003697719,0.000212788,0.0002573042,0.0002455959,0.002097721,0.0001427611,0.0002645539,0.0001557971,0.00002933678],"category_scores_gemma":[0.001696604,0.0001702198,0.00002848557,0.0006776592,0.0005713488,0.0002592282,0.0001169762,0.001779849,0.00001472257],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001934491,"about_ca_system_score_gemma":0.005390768,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004833489,"about_ca_topic_score_gemma":0.004684998,"domain_scores_codex":[0.9961514,0.001123806,0.0005600011,0.0005377075,0.001083359,0.000543754],"domain_scores_gemma":[0.9970466,0.001238124,0.0008314998,0.0002563823,0.0004500339,0.0001773223],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.001661998,0.001999594,0.06621584,0.0001006768,0.00007406985,0.000004049064,0.03745906,0.0000961962,0.0001519757,0.5617796,0.01070845,0.3197485],"study_design_scores_gemma":[0.0006936418,0.0006324259,0.8120392,0.0009089184,0.000005757687,0.000001489813,0.03842482,0.000006178063,0.00004183466,0.01023349,0.1367758,0.0002364764],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8347794,0.0008221543,0.000003056471,0.1216917,0.0009815142,0.0007796245,0.0000136853,0.0001145612,0.04081424],"genre_scores_gemma":[0.9339134,0.001699118,0.0007098174,0.0002420977,0.0001803451,0.0001097568,0.00002277483,0.00001723317,0.06310552],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7458234,"threshold_uncertainty_score":0.9992014,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1838181936450553,"score_gpt":0.4636058948544389,"score_spread":0.2797877012093837,"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."}}