{"id":"W4285465022","doi":"10.32920/ryerson.14638284","title":"Transforming faculty development programs from face-to-face to blended/hybrid environments","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Online and Blended Learning","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Blended learning; Facilitator; Formative assessment; Summative assessment; Computer science; Process (computing); Instructional design; Mathematics education; Medical education; Knowledge management; Psychology; Educational technology; Multimedia; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003738235,0.0003149993,0.0001936292,0.0005637562,0.001255197,0.003759214,0.001273253,0.0005886657,0.005844024],"category_scores_gemma":[0.006715459,0.000168029,0.0003960534,0.0006201846,0.0008164249,0.001742766,0.004887346,0.001441933,0.002075902],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009434687,"about_ca_system_score_gemma":0.002596023,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004607374,"about_ca_topic_score_gemma":0.0008847885,"domain_scores_codex":[0.9974899,0.001174386,0.0001027482,0.0002129157,0.0007103537,0.000309668],"domain_scores_gemma":[0.9937418,0.001881087,0.0005146599,0.0007938686,0.0008085629,0.002260122],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001928736,0.002779803,0.008035349,0.0003519263,0.00002025387,0.0001880126,0.006750944,0.000833536,0.01271137,0.002547956,0.005765886,0.9598221],"study_design_scores_gemma":[0.001031061,0.01159059,0.1666161,0.001698266,0.0001717026,0.003645611,0.0765089,0.01273411,0.1280621,0.03220953,0.5654091,0.0003229658],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.777579,0.0006544034,0.1558707,0.003686183,0.0005599302,0.002114561,0.0003251617,0.002576995,0.05663304],"genre_scores_gemma":[0.7707772,0.0007414884,0.1988726,0.001187207,0.0001446045,0.00151979,0.0003307475,0.0003588943,0.02606739],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005844024,"threshold_uncertainty_score":0.01976991,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0453738494176084,"score_gpt":0.3269256112346611,"score_spread":0.2815517618170527,"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."}}