{"id":"W2275483660","doi":"","title":"Know How? Show How: Experienced Teachers Share Best Practices through Ontario Program.","year":2014,"lang":"en","type":"article","venue":"˜The œJournal of staff development","topic":"Education Systems and Policy","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Best practice; Faculty development; Professional development; Psychology; Medical education; Pedagogy; Mathematics education; Sociology; Public relations; Political science; Medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002057086,0.0001597516,0.000236329,0.0000663726,0.0007920259,0.0004756973,0.0006167051,0.00009511798,0.0002730851],"category_scores_gemma":[0.0002451621,0.0001078892,0.00007431864,0.0002471847,0.0001818156,0.0007568758,0.00004825832,0.0003063143,0.00003679239],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005720338,"about_ca_system_score_gemma":0.00220575,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.00841421,"about_ca_topic_score_gemma":0.1035495,"domain_scores_codex":[0.9979387,0.0003076674,0.0003684055,0.0001502172,0.00084485,0.0003901761],"domain_scores_gemma":[0.997734,0.0002084016,0.001262189,0.0001771273,0.0004178997,0.0002004408],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001440126,0.0002470351,0.006386739,0.00001047655,0.00006992643,0.000002402794,0.9224142,0.000001890755,0.00004094688,0.0008415163,0.01697772,0.0529927],"study_design_scores_gemma":[0.0001540293,0.00009778108,0.001362882,0.00006809957,0.00001329027,0.00001164275,0.2552823,5.837094e-7,0.00006654739,0.00006054443,0.7427629,0.000119362],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9396116,0.0004281594,0.000452325,0.02616394,0.001624119,0.0006145252,0.000001381988,0.00004035571,0.03106364],"genre_scores_gemma":[0.9501975,0.00007611115,0.007616719,0.0001902728,0.0008295529,0.00004453038,0.000001898329,0.00001415597,0.04102926],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7257851,"threshold_uncertainty_score":0.9981889,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09391648666203992,"score_gpt":0.3801857896122454,"score_spread":0.2862693029502055,"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."}}