{"id":"W1534919562","doi":"","title":"Allan Tupper: No Place to Learn Why Universities Aren't Working: An Interview with Allan Tupper","year":2004,"lang":"en","type":"book-chapter","venue":"Aurora eBooks","topic":"Canadian Identity and History","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Vice president; Politics; Administration (probate law); Government (linguistics); Management; Outreach; Public administration; Sociology; Political science; Institution; Law; Library science; Economics; Computer 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01035319,0.0004749334,0.000808099,0.001074344,0.04535444,0.01101681,0.002547304,0.01145995,0.004703734],"category_scores_gemma":[0.01639256,0.001048998,0.0004142818,0.003120967,0.01463259,0.01132762,0.00507895,0.02471978,0.0007855214],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03088944,"about_ca_system_score_gemma":0.04646194,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.466662,"about_ca_topic_score_gemma":0.519914,"domain_scores_codex":[0.9902506,0.004179765,0.0002206499,0.0006835061,0.002459757,0.00220572],"domain_scores_gemma":[0.9860496,0.006059865,0.0006128966,0.0002029453,0.002512567,0.004562126],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"qualitative","study_design_scores_codex":[0.00002398875,0.00005657497,0.001328039,0.0001411434,0.000006907667,0.0009877589,0.2252681,0.0000951305,0.0004177204,0.02787451,0.7285929,0.01520733],"study_design_scores_gemma":[0.000006082088,0.00001633655,0.002111969,0.0003336751,0.000006711085,0.000345189,0.2482648,0.0000797931,0.0001558403,0.002560562,0.7460518,0.00006727056],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.01430437,0.0151838,0.0003194635,0.9488385,0.002361749,0.00003315805,0.0000337799,0.00003137219,0.01889388],"genre_scores_gemma":[0.2607809,0.02300939,0.001128841,0.6291269,0.001188151,0.0001610007,0.00004577195,0.0002174113,0.08434156],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.5333381,"threshold_uncertainty_score":0.9278914,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02743098447306842,"score_gpt":0.2244319523749257,"score_spread":0.1970009679018573,"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."}}