{"id":"W3022026539","doi":"10.1016/s1701-2163(16)32471-9","title":"Isobaric Laparoscopy","year":2007,"lang":"en","type":"article","venue":"Journal of Obstetrics and Gynaecology Canada","topic":"Abdominal Surgery and Complications","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Medicine; Isobaric process; Laparoscopy; General surgery; Thermodynamics","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":[0.00025748,0.00005631317,0.0002093854,0.0001443009,0.00006731745,0.000004813094,0.00004922349,0.00005414018,0.0001590018],"category_scores_gemma":[0.001342509,0.0000454414,0.00003774362,0.0002831459,0.00003306131,0.00002987522,0.00001283425,0.0002008518,8.068557e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003267122,"about_ca_system_score_gemma":0.0008474706,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001848757,"about_ca_topic_score_gemma":0.005313355,"domain_scores_codex":[0.9993232,0.0000104826,0.000301808,0.00005875349,0.0001546068,0.000151134],"domain_scores_gemma":[0.9980013,0.001326135,0.0001802712,0.00007059792,0.0002147467,0.0002069953],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003876505,0.000227228,0.6931315,0.00004475919,0.0002005612,0.006104499,0.00009256741,0.000008377283,0.0007825618,0.00166374,0.02055771,0.2771477],"study_design_scores_gemma":[0.0004092243,0.0002575698,0.8748111,0.000003276584,0.00008370462,0.0003710044,0.0001411237,0.0000110691,0.0006214845,0.000154135,0.1230749,0.00006138269],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9850746,0.003425193,0.0002125417,0.0009458208,0.003940006,0.00005041626,0.000002050508,0.000002287339,0.006347033],"genre_scores_gemma":[0.9977953,0.0000660533,0.0006044182,0.0012307,0.00003207894,3.460954e-7,7.747566e-7,0.000004186103,0.00026617],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2770863,"threshold_uncertainty_score":0.2964977,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01276946972922936,"score_gpt":0.2513850014229248,"score_spread":0.2386155316936955,"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."}}