{"id":"W4382244443","doi":"10.1515/9781553393412-011","title":"Research And Reluctance In Improving Canadian Higher Education","year":2013,"lang":"en","type":"book-chapter","venue":"McGill-Queen's University Press eBooks","topic":"Higher Education Learning Practices","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Magnetic reluctance; Political science; Engineering; Mechanical engineering","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0345156,0.0005019213,0.0006254933,0.005879697,0.0240578,0.01398623,0.004366972,0.004356422,0.01186369],"category_scores_gemma":[0.06822865,0.0006978508,0.0007814972,0.0151526,0.01774787,0.005182839,0.004720504,0.007006293,0.0005057768],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.2240643,"about_ca_system_score_gemma":0.4151105,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.995846,"about_ca_topic_score_gemma":0.9962229,"domain_scores_codex":[0.9616737,0.005823477,0.001142329,0.002014922,0.02088583,0.00845973],"domain_scores_gemma":[0.913147,0.02699134,0.003024726,0.00180122,0.04394571,0.01108992],"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":[0.0002668395,0.0002991518,0.06110662,0.002117856,0.0001342181,0.000717017,0.2565011,0.001127795,0.001436646,0.2318223,0.1806437,0.2638268],"study_design_scores_gemma":[0.000089249,0.0001607454,0.1632064,0.00301249,0.0001673491,0.0002027588,0.2985441,0.0006048895,0.001074872,0.01018147,0.5224764,0.0002793968],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.2709392,0.03304972,0.0009926178,0.3621377,0.001596243,0.000203871,0.0008372266,0.0001134582,0.3301299],"genre_scores_gemma":[0.8835616,0.01983868,0.002015419,0.02777276,0.0001917772,0.0001032992,0.0003203359,0.0001271476,0.06606891],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.7759356,"threshold_uncertainty_score":0.8999754,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04461820736689484,"score_gpt":0.308782785817335,"score_spread":0.2641645784504402,"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."}}