{"id":"W3013659108","doi":"10.1136/jclinpath-2020-206519","title":"Review of pathology and cost benefit analysis of hernia sacs processed over a 19-year period","year":2020,"lang":"en","type":"article","venue":"Journal of Clinical Pathology","topic":"Hernia repair and management","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; University Health Network","funders":"","keywords":"Hernia; Pathological; Medicine; Gross examination; General surgery; Surgery; Pathology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003768398,0.0004030248,0.0009351234,0.00957081,0.0002844539,0.001222307,0.0008238626,0.0006936184,0.002358696],"category_scores_gemma":[0.01880827,0.0003747018,0.001929013,0.01245088,0.0003529051,0.000995191,0.0005145479,0.000413594,0.0004030179],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003216807,"about_ca_system_score_gemma":0.002258955,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009042539,"about_ca_topic_score_gemma":0.01005266,"domain_scores_codex":[0.9952692,0.001239721,0.001123348,0.0004303094,0.001689739,0.0002476496],"domain_scores_gemma":[0.9701008,0.01046006,0.01182306,0.0005209774,0.006279571,0.0008155355],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002555618,0.0002093837,0.6444632,0.03460921,0.004362523,0.004198716,0.0007339123,0.002148324,0.001172648,0.001352419,0.03247851,0.2717155],"study_design_scores_gemma":[0.00004010193,0.0004589598,0.9625552,0.004868052,0.001406557,0.005864178,0.000550824,0.0005289122,0.000223212,0.0001012805,0.02336722,0.00003547647],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.4338049,0.5309947,0.0008265149,0.002972307,0.0004802325,0.0002446784,0.02475158,0.00006528454,0.005859849],"genre_scores_gemma":[0.7815747,0.2037641,0.001160911,0.0007490836,0.0004986678,0.0001400118,0.01102027,0.00002970259,0.001062631],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.00957081,"threshold_uncertainty_score":0.02333963,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07337433645807695,"score_gpt":0.4170516798802099,"score_spread":0.343677343422133,"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."}}