{"id":"W4378215789","doi":"10.2139/ssrn.4456847","title":"Online Educator and Pedagogy: Transition from Imitation to Innovation","year":2023,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Online and Blended Learning","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University","funders":"","keywords":"Imitation; Transition (genetics); Pedagogy; Psychology; Sociology; Political science; Mathematics education; Social psychology; Chemistry","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":[0.004580343,0.0002575517,0.0003153632,0.001143792,0.001188487,0.006523846,0.0009598347,0.001959489,0.006480068],"category_scores_gemma":[0.01929381,0.0002248188,0.0003993324,0.0007597731,0.002992773,0.005875952,0.004724872,0.001778318,0.001177873],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00139718,"about_ca_system_score_gemma":0.00286702,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009144529,"about_ca_topic_score_gemma":0.0007622503,"domain_scores_codex":[0.9970553,0.001647116,0.0001018025,0.000278709,0.0006608827,0.0002562272],"domain_scores_gemma":[0.9872919,0.008373269,0.0009189963,0.001126323,0.001043762,0.001245743],"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":[0.0004086189,0.002452731,0.08798444,0.0003400215,0.00006902655,0.001170384,0.1020973,0.001164035,0.01187468,0.3139165,0.004050373,0.4744719],"study_design_scores_gemma":[0.0001943079,0.003002084,0.2010178,0.001209584,0.0001752106,0.003268503,0.1967363,0.02933904,0.03516798,0.3577258,0.1719542,0.0002092417],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.8364044,0.0007103851,0.02620734,0.004242099,0.0001681352,0.0001298973,0.00004679647,0.0002282805,0.1318627],"genre_scores_gemma":[0.9905323,0.0001227115,0.004202014,0.0001283931,0.00001873833,0.00003176195,0.00001566722,0.00003533013,0.004913018],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.006523846,"threshold_uncertainty_score":0.02422351,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02202913695978645,"score_gpt":0.3646447548370333,"score_spread":0.3426156178772469,"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."}}