{"id":"W3085625739","doi":"10.1145/1227504.1227376","title":"Facilitated student discussions for evaluating teaching","year":2007,"lang":"en","type":"article","venue":"ACM SIGCSE Bulletin","topic":"Evaluation of Teaching Practices","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Strengths and weaknesses; Medical education; Psychology; Value (mathematics); Process (computing); Pedagogy; Mathematics education; Computer science; Medicine; Social psychology","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":[0.07189893,0.001957946,0.001070129,0.003429249,0.00380632,0.004775005,0.002821869,0.002423333,0.02421173],"category_scores_gemma":[0.1484191,0.0007618004,0.001000869,0.002909752,0.001441998,0.003537827,0.007275547,0.002126556,0.005349306],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002000567,"about_ca_system_score_gemma":0.00342153,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006048889,"about_ca_topic_score_gemma":0.001529148,"domain_scores_codex":[0.7878898,0.1847975,0.006448654,0.003907181,0.01500576,0.001951274],"domain_scores_gemma":[0.83661,0.0964494,0.009011299,0.02516964,0.02940349,0.003356221],"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":[0.003226873,0.002075733,0.005626367,0.003849081,0.0001272295,0.0006693875,0.06115833,0.001190559,0.04457549,0.01852057,0.03729276,0.8216877],"study_design_scores_gemma":[0.002454123,0.0118964,0.0203893,0.003378943,0.0004078059,0.002016981,0.04719555,0.01130033,0.1187522,0.02290217,0.758565,0.000741079],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1911217,0.003054493,0.6597561,0.004319311,0.003760469,0.04138143,0.002627542,0.007584726,0.08639441],"genre_scores_gemma":[0.2317796,0.0007917854,0.7021079,0.0006891246,0.0004784275,0.04710846,0.0006218109,0.0008666413,0.01555625],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.07189893,"threshold_uncertainty_score":0.3802424,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2067954413929152,"score_gpt":0.5387146358721906,"score_spread":0.3319191944792754,"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."}}