{"id":"W2039779552","doi":"10.4293/jsls.2014.00217","title":"Hospital Costs Associated With Laparoscopic and Open Inguinal Herniorrhaphy","year":2014,"lang":"en","type":"article","venue":"JSLS Journal of the Society of Laparoscopic & Robotic Surgeons","topic":"Hernia repair and management","field":"Medicine","cited_by":30,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; University Health Network","funders":"","keywords":"Medicine; Inguinal hernia; General surgery; Laparoscopy; Surgery; Hernia","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":[0.001198355,0.0002109641,0.000904354,0.00004474343,0.0001654339,0.00006162727,0.0004251799,0.0001117172,0.00005046921],"category_scores_gemma":[0.0004399522,0.0001310882,0.0004327069,0.0002550395,0.0002801005,0.000144788,0.0002699708,0.0003902541,0.00000192853],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001244026,"about_ca_system_score_gemma":0.0002263798,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001231976,"about_ca_topic_score_gemma":0.00003179265,"domain_scores_codex":[0.9981483,0.0001811292,0.0005755642,0.0001976651,0.0005781829,0.0003192037],"domain_scores_gemma":[0.9981247,0.0002833162,0.0007357307,0.0003617029,0.0002910105,0.0002035465],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002255901,0.001064096,0.9665632,0.0003283943,0.002502913,0.00002039981,0.002551042,0.0004336226,0.0009945016,0.0003909047,0.02332389,0.001601427],"study_design_scores_gemma":[0.01473291,0.003506698,0.9624801,0.004675267,0.002183374,0.0001688396,0.002232348,0.001121973,0.001715962,0.0004210488,0.00627706,0.0004844574],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9916822,0.0002853333,0.0004856935,0.004674234,0.0005471769,0.0005470969,0.000003190278,0.00001731859,0.001757779],"genre_scores_gemma":[0.9956588,0.0001031399,0.002132437,0.0008265306,0.00008385843,0.000005701554,0.000002082039,0.00002629291,0.001161119],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01704683,"threshold_uncertainty_score":0.5345622,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01313005302852014,"score_gpt":0.2584895036078605,"score_spread":0.2453594505793404,"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."}}