{"id":"W109396926","doi":"","title":"PREDICTORS OF TEACHING EFFECTIVENESS AMONG PROFESSORS AND INSTRUCTORS AT A CANADIAN UNIVERSITY","year":2011,"lang":"en","type":"article","venue":"EDULEARN proceedings","topic":"Online and Blended Learning","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Medical education; Mathematics education; Higher education; Psychology; Pedagogy; Medicine; Political science","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":[0.0008589732,0.00009398404,0.0001462446,0.000192343,0.0007409785,0.00001686698,0.0001689951,0.0001292314,0.00007856821],"category_scores_gemma":[0.0002940347,0.00009834366,0.0000346291,0.0002263168,0.000355013,0.0004204836,0.00006714912,0.0002900082,0.000003700571],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002220857,"about_ca_system_score_gemma":0.0003543957,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.127132,"about_ca_topic_score_gemma":0.07032239,"domain_scores_codex":[0.9991084,0.00009442574,0.00009583535,0.0002098321,0.0001794045,0.0003120532],"domain_scores_gemma":[0.9994486,0.00004515242,0.0001020624,0.00004002793,0.0001001313,0.0002640028],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002409391,0.00001368636,0.9551853,0.00004568737,0.00002153264,0.000003186771,0.03040391,1.621549e-7,0.00007256673,0.01212452,0.00005822401,0.002047155],"study_design_scores_gemma":[0.0002903987,0.00009641232,0.9203702,0.0001259425,0.00003942854,0.000002077657,0.04796147,0.00001319194,0.0003399923,0.0002437277,0.03033182,0.0001853901],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9235574,0.00001079355,8.53839e-7,0.00007107671,0.0001609762,0.0001925953,0.000002513771,0.00005439954,0.07594941],"genre_scores_gemma":[0.9981005,0.00001286708,0.0003953307,0.000005330936,0.00008466528,0.000001214052,0.000001030484,0.00001118254,0.001387855],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07456156,"threshold_uncertainty_score":0.9466418,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01538022539996547,"score_gpt":0.2445835416340508,"score_spread":0.2292033162340853,"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."}}