{"id":"W7117464737","doi":"10.2196/69710","title":"Patient Perspectives on AI-Powered Medical Robots in Breast and Prostate Cancer Care: Qualitative Study","year":2025,"lang":"en","type":"article","venue":"JMIR Cancer","topic":"Artificial Intelligence in Healthcare and Education","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Joseph’s Healthcare Hamilton; University of Toronto; Toronto Metropolitan University; McMaster University; Sinai Health System; Sunnybrook Health Science Centre","funders":"","keywords":"Qualitative research; Prostate cancer; Exploratory research; Health care; Breast cancer; Patient care; Cancer; Robot","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001669415,0.0001257698,0.0002349693,0.0001590638,0.00007400021,0.00001498273,0.00004091131,0.00008390997,0.0002561064],"category_scores_gemma":[0.00008434834,0.0001028825,0.00002673356,0.0003394261,0.00009742925,0.00005659152,0.00002525216,0.0003106677,0.000005691782],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006570801,"about_ca_system_score_gemma":0.0009404077,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01373606,"about_ca_topic_score_gemma":0.006622274,"domain_scores_codex":[0.9986699,0.0001362791,0.0003079075,0.0003566041,0.0003117557,0.0002175371],"domain_scores_gemma":[0.9992956,0.0001007148,0.00005493817,0.0001492933,0.0002762813,0.0001231817],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0007673892,0.0006207529,0.1385848,0.0001358048,0.00004599617,0.00001504475,0.7051169,0.0000177263,0.00002183464,0.0002343837,0.00181177,0.1526276],"study_design_scores_gemma":[0.0003401904,0.000587807,0.1237194,0.0009386092,0.00002555817,0.000002250873,0.8729604,0.00006388119,0.0002538708,0.0001817698,0.0008013566,0.0001249318],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9660369,0.004322559,0.000003252004,0.02713025,0.0004465636,0.001439384,0.00002012381,0.00002322694,0.0005777719],"genre_scores_gemma":[0.9955295,0.0009369427,0.000008192937,0.001729372,0.0001298072,0.001409413,0.000005362607,0.00001074548,0.0002406792],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1678435,"threshold_uncertainty_score":0.9928315,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.050952289564471,"score_gpt":0.5127628530223493,"score_spread":0.4618105634578782,"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."}}