{"id":"W4412435410","doi":"10.2196/64224","title":"Factors Shaping Public Perceptions of a Range of Robotic Technologies in Surgery: Cross-Sectional Web-Based Survey","year":2025,"lang":"en","type":"article","venue":"JMIR Human Factors","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute on Deafness and Other Communication Disorders","keywords":"Preprint; Cross-sectional study; Web survey; Perception; Medicine; Psychology; Computer science; World Wide Web","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00432181,0.0002091954,0.0003364728,0.001236399,0.0005501387,0.001173695,0.0003100785,0.0007590855,0.002812668],"category_scores_gemma":[0.009155194,0.0003702505,0.0005463824,0.001092706,0.0006139091,0.001541961,0.001154518,0.0008981716,0.0006643144],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005043929,"about_ca_system_score_gemma":0.0005103379,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003102461,"about_ca_topic_score_gemma":0.00270105,"domain_scores_codex":[0.9981456,0.0006805614,0.0002283148,0.000191237,0.0004005705,0.0003537218],"domain_scores_gemma":[0.9896688,0.003341551,0.004213021,0.0003901386,0.001447175,0.0009393386],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005960974,0.0002666171,0.9907894,0.00006280661,0.00002801149,0.00008455922,0.004276767,0.00005737169,0.0002645352,0.00005348573,0.0002941524,0.003762734],"study_design_scores_gemma":[0.000007412636,0.0002741917,0.9840816,0.00004959251,0.00001629894,0.0001710478,0.0141331,0.0003685974,0.0001148376,0.0000441997,0.0007245346,0.00001450539],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9990126,0.00004069849,0.0001188905,0.0001221851,0.000002939659,0.00003108189,0.0002234886,0.00000323233,0.0004448072],"genre_scores_gemma":[0.9992476,0.0000859039,0.0001404895,0.0001004603,0.000005971141,0.00006167808,0.0001780339,0.000002615177,0.0001774074],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00432181,"threshold_uncertainty_score":0.02285624,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1910108895571064,"score_gpt":0.3925171190128461,"score_spread":0.2015062294557397,"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."}}