{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004294014,0.0002446045,0.000333687,0.001327142,0.0003582501,0.0007442799,0.0004267974,0.0002582481,0.001480072],"category_scores_gemma":[0.005143567,0.0001416162,0.0005513755,0.001464991,0.0003444413,0.0003180511,0.0005975739,0.0003844905,0.00008155346],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00361846,"about_ca_system_score_gemma":0.002233352,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06586841,"about_ca_topic_score_gemma":0.101596,"domain_scores_codex":[0.9987131,0.0002043397,0.0001795001,0.00009969334,0.0004987877,0.0003044606],"domain_scores_gemma":[0.9977372,0.0003809099,0.001224993,0.0000381405,0.0002865906,0.0003321533],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000340657,0.00005333594,0.9847335,0.0001821477,0.0002657327,0.0002882189,0.00005387014,0.0007219894,0.000154223,0.0001137714,0.0007193955,0.01237316],"study_design_scores_gemma":[0.00001996003,0.0001024534,0.9978713,0.00004647316,0.00006542999,0.0006532305,0.0001617611,0.0004371422,0.00007985473,0.00005042065,0.0005034217,0.000008537063],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9948148,0.001918289,0.0001317027,0.0001957689,0.0000219902,0.00003361785,0.001875315,0.000004836468,0.001003649],"genre_scores_gemma":[0.996609,0.0007087752,0.0001762247,0.00006164289,0.00002842839,0.00001546775,0.002232674,0.000002314267,0.0001656727],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06586841,"threshold_uncertainty_score":0.13097,"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."}}