{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02087153,0.0004950084,0.0002349509,0.001888951,0.006599647,0.01079425,0.002853846,0.002856318,0.007198305],"category_scores_gemma":[0.03766818,0.000497933,0.000713522,0.00151576,0.006533558,0.01191066,0.009318931,0.002964414,0.002217555],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002407944,"about_ca_system_score_gemma":0.006456004,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001809992,"about_ca_topic_score_gemma":0.003813465,"domain_scores_codex":[0.9706759,0.02104529,0.0007788415,0.001742934,0.00411777,0.001639256],"domain_scores_gemma":[0.9468753,0.03340296,0.002967794,0.005576785,0.006475356,0.004701831],"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":[0.0001651922,0.002051587,0.03342514,0.001238713,0.00004981148,0.002044173,0.3588297,0.0007795417,0.007780288,0.09199431,0.007702288,0.4939394],"study_design_scores_gemma":[0.0001382685,0.001981623,0.01474788,0.002094596,0.00005531724,0.003265916,0.5035329,0.003600786,0.008510551,0.1104405,0.3514813,0.0001502904],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5144526,0.002124646,0.1962646,0.03395737,0.000470291,0.001829072,0.0001043917,0.0008330579,0.2499639],"genre_scores_gemma":[0.8567385,0.0009456881,0.1273172,0.001248564,0.00009449483,0.0008423513,0.0000757378,0.0001283885,0.01260907],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02087153,"threshold_uncertainty_score":0.1103805,"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."}}