{"id":"W2889491261","doi":"10.5489/cuaj.5443","title":"Techniques – Speculum-assisted approach for efficient open laparoscopic port access in the morbidly obese","year":2018,"lang":"en","type":"article","venue":"Canadian Urological Association Journal","topic":"Minimally Invasive Surgical Techniques","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Morbidly obese; Medicine; Port (circuit theory); General surgery; Internal medicine; Engineering; Obesity; Mechanical engineering; Weight loss","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002821761,0.0001709137,0.0004069005,0.0002419874,0.0003047942,0.0003671566,0.0008576301,0.0003194677,0.0003530073],"category_scores_gemma":[0.001793482,0.0001099748,0.000146208,0.0004804665,0.0001038107,0.0001198176,0.00008195299,0.0006298019,0.00001003703],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001012902,"about_ca_system_score_gemma":0.0006059106,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001294919,"about_ca_topic_score_gemma":0.001195089,"domain_scores_codex":[0.9979143,0.0002798935,0.0004977936,0.0002996492,0.0004179095,0.0005905192],"domain_scores_gemma":[0.9983427,0.0002249773,0.0003039312,0.0002249968,0.0004969433,0.000406461],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004691186,0.0009378383,0.8601536,0.00004141503,0.0001786018,0.0003820198,0.0005455583,0.000006125126,0.0009392087,0.004658296,0.1249111,0.006777151],"study_design_scores_gemma":[0.001694486,0.00140638,0.8888211,0.00005503693,0.00008923405,0.000485255,0.0001622763,0.0003826868,0.001242169,0.001716761,0.1036713,0.0002733087],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8588383,0.00008301962,0.00233427,0.03174371,0.0002041677,0.003538422,0.00006162427,0.0001105358,0.103086],"genre_scores_gemma":[0.9807284,0.00002175702,0.006763994,0.01121613,0.0006175754,0.0002096776,0.00003587213,0.00001680165,0.0003897638],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1218902,"threshold_uncertainty_score":0.4484642,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05893428751259178,"score_gpt":0.340215116843848,"score_spread":0.2812808293312562,"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."}}