{"id":"W4401485874","doi":"10.1177/14761270241274590","title":"Reflections on deep academic–practitioner partnering for generative societal impact","year":2024,"lang":"en","type":"article","venue":"Strategic Organization","topic":"Doctoral Education Challenges and Solutions","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"Social Sciences and Humanities Research Council of Canada; Canada First Research Excellence Fund; Ocean Frontier Institute","keywords":"General partnership; Scholarship; Generative grammar; Interdependence; Order (exchange); Value (mathematics); Sociology; Point (geometry); Public relations; Political science; Business; Computer science; Social science; Artificial intelligence","routes":{"ca_aff":true,"ca_fund":true,"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":[0.058342,0.0007970693,0.0008246346,0.001378745,0.0318376,0.02967459,0.00397263,0.008179995,0.006642321],"category_scores_gemma":[0.06196654,0.0006704697,0.0008052822,0.001933078,0.05808397,0.02580464,0.04608969,0.02023062,0.001452193],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008141199,"about_ca_system_score_gemma":0.01331113,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0019413,"about_ca_topic_score_gemma":0.002809906,"domain_scores_codex":[0.9093806,0.07442608,0.00124289,0.002408943,0.006959498,0.005582014],"domain_scores_gemma":[0.9486666,0.03501651,0.002487204,0.003992011,0.003379176,0.006458598],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00002538365,0.00007577593,0.001082748,0.0001405623,0.000008067895,0.0009177756,0.7389632,0.0001787857,0.0005793419,0.235652,0.007242589,0.01513382],"study_design_scores_gemma":[0.00001082392,0.00005169603,0.0003934765,0.0002906103,0.000006313194,0.0008300781,0.7701234,0.0003782076,0.0003455711,0.08883734,0.1387045,0.00002801689],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2814021,0.008611285,0.05748858,0.4318491,0.002987533,0.000289824,0.00005601401,0.0003460307,0.2169696],"genre_scores_gemma":[0.9676398,0.001746995,0.005847394,0.01493675,0.0003163861,0.0002173927,0.00001722876,0.0001387294,0.009139311],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.058342,"threshold_uncertainty_score":0.3085456,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4165071824329803,"score_gpt":0.6262507138717839,"score_spread":0.2097435314388035,"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."}}