{"id":"W4304183561","doi":"10.56433/jpaap.v10i1.494","title":"Conceptualizing Generous Scholarship","year":2022,"lang":"en","type":"article","venue":"Journal of Perspectives in Applied Academic Practice","topic":"Leadership, Courage, and Heroism Studies","field":"Psychology","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Brock University; University of Windsor","funders":"","keywords":"Scholarship; Praxis; Sociology; Agency (philosophy); Meaning (existential); Political science; Epistemology; Social science; Law","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":[0.01424306,0.0005562657,0.000534448,0.0045872,0.01045937,0.01350864,0.002085258,0.004046204,0.00233118],"category_scores_gemma":[0.02321439,0.0002983243,0.0004629871,0.002562674,0.07227574,0.01867999,0.01996917,0.004700431,0.0003051918],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006591352,"about_ca_system_score_gemma":0.008057497,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001474669,"about_ca_topic_score_gemma":0.001456227,"domain_scores_codex":[0.9826912,0.01248345,0.0005468534,0.0009254345,0.002179242,0.001173743],"domain_scores_gemma":[0.9866611,0.007207412,0.001692921,0.001202421,0.001028972,0.002207158],"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":[0.000004222801,0.000009826251,0.0004394266,0.00003590658,0.000002199729,0.00007153923,0.0395165,0.0001005287,0.0000556062,0.9558112,0.0004316936,0.003521474],"study_design_scores_gemma":[0.00001059797,0.000041429,0.0004733739,0.0003810202,0.000008648337,0.0002660188,0.04249832,0.0005925066,0.0001031087,0.8609091,0.09469675,0.00001912097],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2780625,0.02066305,0.1355966,0.08217841,0.00193838,0.0003575293,0.0000711767,0.0002990097,0.4808334],"genre_scores_gemma":[0.9849637,0.001965756,0.006260776,0.001801884,0.0002581499,0.0001548614,0.00001968413,0.00003485429,0.004540219],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01424306,"threshold_uncertainty_score":0.07532537,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09979469914800461,"score_gpt":0.4061515438207181,"score_spread":0.3063568446727135,"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."}}