{"id":"W2157166469","doi":"10.1503/cjs.013613","title":"Single incision laparoscopic surgery in Canadian children","year":2014,"lang":"en","type":"article","venue":"Canadian Journal of Surgery","topic":"Minimally Invasive Surgical Techniques","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Medicine; Cosmesis; General surgery; Pediatric surgery; Surgery; Visibility; Laparoscopic surgery; Invasive surgery; Laparoscopy","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":[0.00219877,0.0001878056,0.0008418495,0.002541259,0.00007517483,0.00004333664,0.0001393864,0.0002051263,0.0006139646],"category_scores_gemma":[0.003736276,0.000174871,0.0003023283,0.0005633626,0.0001225882,0.0001661113,0.000008176556,0.0004508411,0.00002430576],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008571357,"about_ca_system_score_gemma":0.005952705,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.3926095,"about_ca_topic_score_gemma":0.7260374,"domain_scores_codex":[0.9977535,0.0001584163,0.0008497639,0.0001861816,0.0002749392,0.0007771711],"domain_scores_gemma":[0.995752,0.0008444709,0.0002522056,0.0002685719,0.000272593,0.002610126],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002248141,0.0000217459,0.9646843,0.00002051939,0.00002313472,0.001135724,0.00003890038,0.000001324853,0.0002232251,0.00005219749,0.02238628,0.01139014],"study_design_scores_gemma":[0.0002762058,0.00008848865,0.9153029,0.0009408345,0.00002714178,0.001174028,0.00001689506,0.000005557036,0.00231401,0.0002019223,0.07943211,0.0002199064],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9938691,0.0007164149,0.00001316998,0.00176466,0.0004645365,0.0001197868,0.0000132136,0.00001312735,0.003025965],"genre_scores_gemma":[0.9976351,0.00008471112,0.0001834849,0.001603736,0.0003571517,0.000002473644,0.00001802206,0.00003548169,0.00007980026],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.333428,"threshold_uncertainty_score":0.9996826,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04136120153721631,"score_gpt":0.2553498713774088,"score_spread":0.2139886698401925,"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."}}