{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00276514,0.0001379655,0.0002234641,0.0004077676,0.001018481,0.00105349,0.0002630777,0.0004900591,0.002907381],"category_scores_gemma":[0.008905351,0.0001210761,0.0003941295,0.0002933496,0.0009046558,0.000510599,0.0008386528,0.0006917923,0.0001991305],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001139979,"about_ca_system_score_gemma":0.001305867,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01685221,"about_ca_topic_score_gemma":0.02052861,"domain_scores_codex":[0.9978758,0.0008709957,0.0001495217,0.00008595337,0.0006969149,0.0003207528],"domain_scores_gemma":[0.9941959,0.001790972,0.001589223,0.0001019253,0.0008713721,0.001450581],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.000666105,0.0002985017,0.902752,0.0002408679,0.00009305558,0.001157206,0.05576232,0.0002448606,0.00260399,0.0003670325,0.002102029,0.033712],"study_design_scores_gemma":[0.00004690749,0.001960524,0.8333729,0.0002024062,0.00006623248,0.002334905,0.1545212,0.0006179935,0.0005151458,0.0002623063,0.005988698,0.000110895],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9975914,0.0001968545,0.0000745429,0.0005377776,0.00001146303,0.00001152577,0.00004163571,0.00000302358,0.001531862],"genre_scores_gemma":[0.9994185,0.0001424979,0.0000795543,0.0001610165,0.000007310049,0.000004440307,0.00001909844,0.000001038382,0.0001665355],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01685221,"threshold_uncertainty_score":0.03350824,"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."}}