{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.006557215,0.0004960041,0.001344483,0.0007545784,0.000158882,0.00004109227,0.0002215513,0.0004360156,0.02447272],"category_scores_gemma":[0.009549856,0.0005155763,0.0002762801,0.0007972917,0.0002008385,0.0001502145,0.0001382538,0.0008076229,0.00001811802],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004189576,"about_ca_system_score_gemma":0.002885691,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003404373,"about_ca_topic_score_gemma":0.0001086629,"domain_scores_codex":[0.9928498,0.001483174,0.001016234,0.0008267106,0.0033162,0.0005078884],"domain_scores_gemma":[0.9937835,0.001506076,0.001116723,0.0007246626,0.002574488,0.0002945481],"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":[0.002833502,0.00488796,0.08356652,0.02045448,0.004602943,0.0002138411,0.05603332,0.00020128,0.08790655,0.01134066,0.01286835,0.7150906],"study_design_scores_gemma":[0.00891064,0.006564219,0.571213,0.01508918,0.0345228,0.0003748968,0.1970085,0.02192917,0.1152534,0.008843589,0.01414486,0.006145768],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.954671,0.01535086,0.000104337,0.0005230143,0.000697543,0.002160537,0.00001235154,0.0001001957,0.0263802],"genre_scores_gemma":[0.9897196,0.004642311,0.0002801737,0.00004678662,0.00009421814,0.0004693008,0.0009116149,0.00007532909,0.003760641],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7089448,"threshold_uncertainty_score":0.9997296,"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."}}