{"id":"W4413570940","doi":"10.64628/aam.dpyuauy7t","title":"To ‘future proof’ universities, leaders have to engage faculty to make tough decisions","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Nursing Education, Practice, and Leadership","field":"Nursing","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Public relations; Political science; Engineering ethics; Business; Engineering","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":[0.01878525,0.000792723,0.001156474,0.001496678,0.01321027,0.02436994,0.002052465,0.01059577,0.09249134],"category_scores_gemma":[0.1024998,0.000886542,0.0009697349,0.001447203,0.01512687,0.02910238,0.01422351,0.01947656,0.02907912],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005191796,"about_ca_system_score_gemma":0.01213091,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002402585,"about_ca_topic_score_gemma":0.003518876,"domain_scores_codex":[0.9840131,0.007327363,0.000459364,0.001287647,0.004402125,0.002510407],"domain_scores_gemma":[0.9367456,0.02038031,0.003776746,0.01058833,0.01115996,0.01734906],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006214398,0.0001588275,0.001201747,0.0001611632,0.00003267947,0.0001587571,0.003275881,0.0003904718,0.000738638,0.7346174,0.2000881,0.05911402],"study_design_scores_gemma":[0.00002999544,0.00005607686,0.0008032403,0.000165103,0.00001065349,0.0001303313,0.004917185,0.0008320434,0.0007803502,0.6075656,0.3846411,0.00006828528],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.01780733,0.002641906,0.07603032,0.5493711,0.03834123,0.000227883,0.0001901261,0.001537519,0.3138526],"genre_scores_gemma":[0.5383324,0.003322005,0.07855815,0.09579083,0.009310937,0.0004443941,0.000409208,0.001836836,0.2719952],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.09249134,"threshold_uncertainty_score":0.3094143,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09428992668159941,"score_gpt":0.3683182142633253,"score_spread":0.2740282875817259,"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."}}