{"id":"W2339957597","doi":"10.1007/bf03355337","title":"Pain after Hernia Surgery Must Be Avoided and Hopefully Treated","year":2015,"lang":"en","type":"article","venue":"Hernia","topic":"Hernia repair and management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Markham Stouffville Hospital; University of Toronto; St. Michael's Hospital","funders":"","keywords":"Medicine; Abdominal surgery; Surgery; Hernia; General surgery; Hernia repair","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":[0.00107918,0.0002033396,0.0003685443,0.0001208169,0.00003697852,0.00004058697,0.00004714912,0.0001092176,0.0003985891],"category_scores_gemma":[0.0003822077,0.0001660135,0.00009564052,0.0001419433,0.00005705905,0.00008359576,0.00006405648,0.0001455274,0.0002709344],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007109697,"about_ca_system_score_gemma":0.00009410299,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002729027,"about_ca_topic_score_gemma":0.0002135366,"domain_scores_codex":[0.9985839,0.0001794224,0.0002653148,0.0003263337,0.0003170468,0.0003279697],"domain_scores_gemma":[0.9989542,0.0001145512,0.00005271889,0.0003540108,0.0001025098,0.0004219773],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002065444,0.0004571408,0.6258153,0.0003738232,0.0003208373,0.002376418,0.001854239,0.000004141104,0.0007399531,0.00002021069,0.3057761,0.06019639],"study_design_scores_gemma":[0.002399325,0.0003134221,0.1437551,0.0001202877,0.0001689216,0.00006889421,0.0004662905,0.0005519442,0.0001599944,0.00003574881,0.8516556,0.000304488],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9865083,0.0007693843,0.0001052721,0.003168591,0.0001085123,0.0003938482,0.00001120763,0.0002439031,0.008690991],"genre_scores_gemma":[0.9837704,0.00007902383,0.0002329857,0.005075314,0.0001844304,0.00007392607,0.0000337087,0.00004546244,0.01050481],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5458794,"threshold_uncertainty_score":0.6769834,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03969351960418565,"score_gpt":0.2555079518256436,"score_spread":0.215814432221458,"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."}}