{"id":"W7132968385","doi":"","title":"EVALUATION OF ROBOTIC SURGERY AND PUBLIC PREFERENCE","year":2022,"lang":"","type":"dissertation","venue":"TSpace","topic":"Minimally Invasive Surgical Techniques","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute of Health Services and Policy Research","funders":"University of Toronto","keywords":"Robotic surgery; Perioperative; Laparoscopic surgery; Adverse effect; Health care; Receipt; Preference","routes":{"ca_aff":true,"ca_fund":true,"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":[0.003273076,0.0001328599,0.0001715537,0.0008455902,0.0006451147,0.001079079,0.0005609452,0.0003015179,0.005278334],"category_scores_gemma":[0.01744113,0.000108105,0.0005814077,0.001087684,0.0009098796,0.0006621217,0.0009822446,0.0004179802,0.0002608183],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004073502,"about_ca_system_score_gemma":0.0050085,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1343994,"about_ca_topic_score_gemma":0.1507444,"domain_scores_codex":[0.9971118,0.0005791346,0.0002850134,0.000203032,0.001403629,0.000417329],"domain_scores_gemma":[0.9827881,0.003170269,0.009525417,0.0004640994,0.002611228,0.001440917],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007674472,0.00003027762,0.9867733,0.00008674895,0.00003808909,0.00003869651,0.001022572,0.00007708734,0.00008745126,0.0001512455,0.0008783211,0.01073943],"study_design_scores_gemma":[0.000009231855,0.00007339792,0.9932767,0.0001298302,0.00001985405,0.0001256208,0.003006377,0.0002152989,0.00008503847,0.0001331711,0.002911937,0.00001357601],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9846485,0.0006579762,0.0003589654,0.002049004,0.00002756012,0.00007422175,0.001878683,0.00001185548,0.0102932],"genre_scores_gemma":[0.9987354,0.0002516686,0.0001815853,0.0001485876,0.00001864452,0.00002023708,0.0003733668,0.000002269526,0.0002682255],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1343994,"threshold_uncertainty_score":0.2672341,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2285181600598542,"score_gpt":0.4187515029387388,"score_spread":0.1902333428788846,"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."}}