{"id":"W2189461679","doi":"","title":"TECHNOLOGICAL ASSESSMENT OF LAPAROSCOPIC MONOPOLAR ELECTROSURGERY INSTRUMENTS AT CSSS DU LAC-DES-DEUX-MONTAGNES","year":2013,"lang":"en","type":"article","venue":"CMBES Proceedings","topic":"Radiation Dose and Imaging","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre de Santé et de Services Sociaux de la Montagne","funders":"","keywords":"Medicine; Surgery; Traceability; Surgical equipment; Electrosurgery; Operations management; Computer science; Engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":[0.0001899688,0.0001826934,0.000390589,0.0001909998,0.0001324239,0.00005044958,0.0001376358,0.0001251631,0.0002812046],"category_scores_gemma":[0.0001743058,0.0001487103,0.00008890784,0.0003255891,0.0002833568,0.0004276898,0.0001015611,0.0002075583,0.00005997414],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002144508,"about_ca_system_score_gemma":0.0000557985,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000452223,"about_ca_topic_score_gemma":9.189521e-7,"domain_scores_codex":[0.9986677,0.000006139286,0.0003674903,0.0002925133,0.0003046582,0.0003615698],"domain_scores_gemma":[0.9993535,0.00002432304,0.0001690062,0.0001273105,0.0001998818,0.0001260304],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001363445,0.0001259296,0.7792744,0.0001094115,0.00003936177,0.000001795825,0.00008307856,1.183098e-7,0.2118709,0.0008386685,0.0028074,0.00483533],"study_design_scores_gemma":[0.001148639,0.0003806227,0.740947,0.0001638752,0.00006405044,0.00006980704,0.0002965324,0.001123423,0.2511002,0.0006339067,0.003880423,0.0001914498],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9888856,0.0001827776,0.00001796219,0.00133035,0.00007004149,0.0004319386,0.000001581125,0.0001650706,0.008914725],"genre_scores_gemma":[0.9973749,0.0002003725,0.001075926,0.0003183259,0.00008262286,0.0001003151,0.000008811245,0.0000240589,0.0008146823],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03922937,"threshold_uncertainty_score":0.6064229,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0108924596595262,"score_gpt":0.2643870547106703,"score_spread":0.2534945950511441,"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."}}