{"id":"W4377220832","doi":"10.1111/cars.12437","title":"Making hope possible rather than despair convincing: Possibilities and proposals to revitalize public serving universities in Canada","year":2023,"lang":"en","type":"article","venue":"Canadian Review of Sociology/Revue canadienne de sociologie","topic":"Management and Organizational Studies","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Regina","funders":"","keywords":"Citation; Argument (complex analysis); Sociology; Library science; Media studies; Computer science; Medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.01769597,0.0005323191,0.0005854504,0.001771267,0.03960897,0.02781808,0.006035928,0.021359,0.007418019],"category_scores_gemma":[0.02994713,0.000653194,0.001123393,0.00244976,0.02251983,0.00935437,0.01299447,0.01673513,0.0007891674],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.1750155,"about_ca_system_score_gemma":0.4525214,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9527894,"about_ca_topic_score_gemma":0.9776847,"domain_scores_codex":[0.9778711,0.004163,0.0003943794,0.0008813714,0.005138852,0.01155139],"domain_scores_gemma":[0.9652668,0.007362838,0.0010561,0.0009043158,0.008450803,0.01695909],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001158842,0.000153258,0.005025102,0.0005959613,0.00004669675,0.002942664,0.0809983,0.001444231,0.001107397,0.5865666,0.2723666,0.04863721],"study_design_scores_gemma":[0.00006818819,0.00006806746,0.005860616,0.0008265754,0.00005508593,0.0002691907,0.1225383,0.001166684,0.0006708651,0.03301048,0.8351964,0.0002695211],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.03942788,0.008312956,0.002466543,0.880131,0.003762005,0.0002090892,0.0001084574,0.0001346444,0.06544747],"genre_scores_gemma":[0.708573,0.007239768,0.006181818,0.2065088,0.0008335024,0.0001934056,0.0001290821,0.0001128702,0.07022768],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8249845,"threshold_uncertainty_score":0.9568651,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05546204581967445,"score_gpt":0.2468685431148446,"score_spread":0.1914064972951701,"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."}}