{"id":"W6999981186","doi":"","title":"Effective Teaching &amp; Teaching Evaluation Practices: Canadian University Geography Departments","year":2008,"lang":"en","type":"article","venue":"Scholars Commons (Wilfrid Laurier University)","topic":"Evaluation of Teaching Practices","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Excellence; Five themes of geography; Human geography; Teaching method; Discipline; Conceptual framework; Higher education","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":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.009400224,0.0002961334,0.0002908478,0.001601629,0.01130468,0.0002381305,0.001132378,0.000282611,0.0003660388],"category_scores_gemma":[0.006657077,0.0003915303,0.0002188289,0.0009556252,0.0004867854,0.005689171,0.0001983849,0.002039833,0.0002167963],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002546151,"about_ca_system_score_gemma":0.002396477,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.350462,"about_ca_topic_score_gemma":0.6310645,"domain_scores_codex":[0.9860045,0.01096971,0.0002187183,0.0006811778,0.001379436,0.0007464853],"domain_scores_gemma":[0.9960129,0.001367071,0.0007358224,0.0006424121,0.0004761915,0.0007655899],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002791633,0.0006365847,0.8611025,0.00001913427,0.0007563261,0.0004231682,0.03609465,0.0005090785,0.0001002562,0.06881291,0.01407124,0.01719497],"study_design_scores_gemma":[0.00102036,0.00005406219,0.06196736,0.00003696122,0.0003593755,0.00001183072,0.007428241,0.00008961224,0.000006104287,0.0002166243,0.9283845,0.0004249497],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7001756,0.00009045564,0.0002574058,0.004840212,0.0004299665,0.0009873465,0.0000424367,0.0002411352,0.2929354],"genre_scores_gemma":[0.9884831,0.00009172165,0.004122863,0.0002669549,0.0001373217,0.000002540971,0.00009684614,0.00002867335,0.006769994],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9143133,"threshold_uncertainty_score":0.9998537,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07883597295154603,"score_gpt":0.3542952788405393,"score_spread":0.2754593058889933,"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."}}