{"id":"W4409752034","doi":"10.1177/08404704251327561","title":"The far-reaching impact of robotic-assisted surgery on healthcare systems","year":2025,"lang":"en","type":"article","venue":"Healthcare Management Forum","topic":"Cardiac, Anesthesia and Surgical Outcomes","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; St. Joseph’s Healthcare Hamilton; Centre hospitalier universitaire de Québec; Canadian Institutes of Health Research; Nova Scotia Health Authority; Canadian Urological Association; Dalhousie University; Alberta University of the Arts; Queen Elizabeth II Health Sciences Centre; Technical University of Nova Scotia; Université de Montréal; McMaster University Medical Centre; McMaster Children's Hospital; Horizon Health Network","funders":"","keywords":"Health care; Healthcare system; Sustainability; Quality (philosophy); Business; Medicine; Global health; Nursing; Operations management; Public relations; Political science; Engineering; Public health","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":[0.005961487,0.000578327,0.0003662706,0.001799801,0.00744766,0.01078722,0.001282376,0.001862716,0.01506663],"category_scores_gemma":[0.01401137,0.0002410256,0.0006621983,0.002414375,0.0101699,0.005772842,0.01182404,0.003768597,0.001219686],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02147639,"about_ca_system_score_gemma":0.04694157,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.4257157,"about_ca_topic_score_gemma":0.6390513,"domain_scores_codex":[0.9882771,0.002829274,0.0002883945,0.0004650631,0.005506184,0.002633928],"domain_scores_gemma":[0.983283,0.007192802,0.001376712,0.0005431913,0.00370253,0.003901673],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0001248208,0.0002451599,0.06998586,0.004063224,0.00034863,0.001837444,0.01939688,0.005067428,0.002776274,0.2403683,0.1133591,0.5424268],"study_design_scores_gemma":[0.00003142403,0.000535322,0.2162264,0.007769841,0.0002114803,0.001401964,0.06310126,0.002264071,0.002081534,0.07792042,0.6282011,0.0002551426],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1518819,0.05866328,0.009636366,0.3597801,0.002299898,0.0001462276,0.001232968,0.0002537463,0.4161055],"genre_scores_gemma":[0.9201798,0.05051621,0.004211042,0.01528014,0.001191857,0.00003686078,0.0002423639,0.0000750806,0.008266664],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.4257157,"threshold_uncertainty_score":0.8464756,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03019937370102355,"score_gpt":0.3391069657123335,"score_spread":0.30890759201131,"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."}}