{"id":"W4402070089","doi":"10.1016/j.caeo.2024.100209","title":"Promising practices for online professional learning","year":2024,"lang":"en","type":"article","venue":"Computers and Education Open","topic":"Online and Blended Learning","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario Tech University","funders":"","keywords":"Online learning; Computer science; Psychology; Multimedia","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005734881,0.00004314641,0.0000601246,0.00004315796,0.0005353342,0.0006992821,0.0001369193,0.00003228826,0.00004196517],"category_scores_gemma":[0.000218903,0.00003791353,0.00001596288,0.0001074071,0.00003063064,0.0005406744,0.00006671131,0.0001189356,0.000005005831],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002694329,"about_ca_system_score_gemma":0.001382197,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000255398,"about_ca_topic_score_gemma":0.00007589789,"domain_scores_codex":[0.9994783,0.00009015758,0.00008318933,0.0001632529,0.00007567181,0.0001093746],"domain_scores_gemma":[0.9995165,0.0002586847,0.00007388196,0.00003493102,0.00006030262,0.000055685],"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":[0.000006955333,0.00007375576,0.0004696163,0.00005000252,0.000009298226,3.525338e-7,0.005615157,0.00001262345,0.00001888188,0.01281613,0.01905604,0.9618712],"study_design_scores_gemma":[0.00006015462,0.00002774411,0.0003849204,0.0001914045,0.000008532899,0.000001412982,0.009451024,0.003393753,0.00000272616,0.001352569,0.9850642,0.00006157317],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8032857,0.003401056,0.005616403,0.1477686,0.01045856,0.002272448,0.000006961005,0.0002746142,0.02691561],"genre_scores_gemma":[0.5420709,0.0004793236,0.2685251,0.001302055,0.006946085,0.0001617222,0.0002538562,0.00004154657,0.1802194],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9660081,"threshold_uncertainty_score":0.6743193,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07257211184672302,"score_gpt":0.4782281472211855,"score_spread":0.4056560353744624,"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."}}