{"id":"W4406401023","doi":"10.1097/sla.0000000000006630","title":"Perspectives, Experiences, and Opportunities of Academic Surgeons in the Era of Health Care Corporatization","year":2025,"lang":"en","type":"article","venue":"Annals of Surgery","topic":"Health and Medical Research Impacts","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Kellogg's (Canada)","funders":"","keywords":"Corporatization; Health care; Medicine; Autonomy; Excellence; Medical education; Public relations; Viewpoints; Nursing; Political science","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":[0.01367057,0.0003976899,0.0004196697,0.001422511,0.01000858,0.006965102,0.001178432,0.001857086,0.00455511],"category_scores_gemma":[0.02743478,0.0004670953,0.0004970768,0.001854952,0.01049807,0.00476174,0.008778669,0.003642178,0.0005315456],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006017928,"about_ca_system_score_gemma":0.009007982,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006118596,"about_ca_topic_score_gemma":0.01147292,"domain_scores_codex":[0.983795,0.01017,0.0005036544,0.0004376345,0.002095623,0.002997928],"domain_scores_gemma":[0.9683821,0.01060857,0.00705687,0.0005189761,0.00275736,0.01067611],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001476985,0.0001109807,0.05428303,0.0002777081,0.00003507218,0.001540518,0.914504,0.0001419048,0.0008825065,0.004313436,0.008619778,0.01514334],"study_design_scores_gemma":[0.000007693558,0.00008325661,0.01246493,0.0001829113,0.000006515641,0.0006869607,0.9698715,0.00006328358,0.0001435073,0.0004209387,0.0160393,0.00002920002],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9694784,0.001607951,0.0003763353,0.01760958,0.0003695227,0.00002111686,0.00006829508,0.00001488692,0.01045397],"genre_scores_gemma":[0.9940476,0.001259853,0.0001758945,0.003089881,0.0002156332,0.00002194312,0.00003272505,0.00001054042,0.001145725],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01367057,"threshold_uncertainty_score":0.07229769,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5324132701805441,"score_gpt":0.4954317562153358,"score_spread":0.03698151396520832,"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."}}