{"id":"W1950557099","doi":"10.22329/celt.v2i0.3226","title":"32. Increasing the Impact of Canadian Research on Teaching and Learning in Post-Secondary Education","year":2009,"lang":"en","type":"article","venue":"Collected Essays on Learning and Teaching","topic":"Evaluation of Teaching Practices","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa; York University","funders":"","keywords":"Session (web analytics); Educational research; Higher education; Teaching and learning center; Teaching method; Process (computing); Pedagogy; Mathematics education; Psychology; Sociology; Political science; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.03925689,0.0005091201,0.0005994188,0.008057646,0.0211457,0.0125598,0.002050868,0.001881483,0.01048963],"category_scores_gemma":[0.06477225,0.0003368344,0.0004724528,0.008475492,0.009346499,0.00394601,0.009466874,0.001981382,0.0007683624],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.1478908,"about_ca_system_score_gemma":0.2741988,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9552497,"about_ca_topic_score_gemma":0.9822627,"domain_scores_codex":[0.9651805,0.0118447,0.0009390661,0.001315216,0.01482932,0.005891222],"domain_scores_gemma":[0.8600132,0.04005351,0.006189296,0.003964087,0.07435876,0.01542104],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002698443,0.0002313411,0.1003509,0.002727346,0.00006211421,0.001058405,0.3371999,0.0004755534,0.004790591,0.1076489,0.07396568,0.3712195],"study_design_scores_gemma":[0.00005956109,0.0001982708,0.226737,0.003092831,0.0001294628,0.0002885194,0.2828204,0.0004371216,0.004977173,0.0103792,0.4707449,0.0001356118],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.3845675,0.01262146,0.002588415,0.1372979,0.00108482,0.0007419887,0.001264721,0.0001832038,0.45965],"genre_scores_gemma":[0.9648438,0.003928308,0.004663229,0.004205431,0.0001041686,0.0001538443,0.0001792431,0.00004348244,0.02187841],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9607431,"threshold_uncertainty_score":0.988326,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07540327154280427,"score_gpt":0.4554137859950864,"score_spread":0.3800105144522822,"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."}}