{"id":"W1996390374","doi":"10.1155/2012/317249","title":"Patient Perceptions of Natural Orifice Translumenal Surgery","year":2012,"lang":"en","type":"article","venue":"Minimally Invasive Surgery","topic":"Minimally Invasive Surgical Techniques","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hotel Dieu Hospital; Kingston General Hospital; Queen's University","funders":"Queen's University","keywords":"Algorithm; Body mass index; Medicine; Machine learning; Surgery; Mathematics; Computer science; Internal medicine","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001102188,0.0004809765,0.001379652,0.0007142247,0.0001181247,0.00001937765,0.0001356131,0.000285747,0.00204798],"category_scores_gemma":[0.002127724,0.0004265126,0.001245964,0.0007225657,0.0004388599,0.0004355503,0.00007893434,0.0005113236,0.0001792142],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001608052,"about_ca_system_score_gemma":0.0006346717,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004451391,"about_ca_topic_score_gemma":0.00001321782,"domain_scores_codex":[0.9959638,0.0002869002,0.001378108,0.0004886491,0.0008646143,0.001017946],"domain_scores_gemma":[0.99344,0.004277592,0.0004342786,0.000639618,0.0006384931,0.0005699727],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009631432,0.00163191,0.6706811,0.0007628897,0.0003993736,0.0002637306,0.001673934,5.211953e-7,0.2667878,0.0002407716,0.04104111,0.01555369],"study_design_scores_gemma":[0.0005840706,0.0004105989,0.6086553,0.001310313,0.0004474795,0.000922021,0.002192546,0.000005580041,0.3659832,0.0000586434,0.0183202,0.001110062],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9916231,0.001682597,0.0000589607,0.0004852495,0.0007892035,0.0005609021,0.00007778569,0.0002486201,0.004473574],"genre_scores_gemma":[0.9948584,0.0005386595,0.002543917,0.0009303529,0.0004497434,0.0001322181,0.0001879207,0.00008461792,0.0002741578],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09919541,"threshold_uncertainty_score":0.9998187,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03081676943676464,"score_gpt":0.2722270125980581,"score_spread":0.2414102431612935,"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."}}