{"id":"W2770225415","doi":"10.1097/sla.0000000000002615","title":"Incisional Hernia After Midline Versus Transverse Specimen Extraction Incision","year":2017,"lang":"en","type":"article","venue":"Annals of Surgery","topic":"Hernia repair and management","field":"Medicine","cited_by":64,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre","funders":"","keywords":"Medicine; Cosmesis; Perioperative; Surgery; Incisional hernia; Incidence (geometry); Hernia","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":[0.002265542,0.000492493,0.001673785,0.0002351793,0.0002155364,0.0005159614,0.0003527099,0.0003860636,0.002524693],"category_scores_gemma":[0.003929153,0.0002724389,0.001379441,0.0002935891,0.0004940392,0.0007474362,0.000398958,0.0007364654,0.0001867633],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003212588,"about_ca_system_score_gemma":0.0007557365,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001549533,"about_ca_topic_score_gemma":0.0003687237,"domain_scores_codex":[0.9988662,0.0004572843,0.0001939394,0.0001766972,0.0001779921,0.0001279126],"domain_scores_gemma":[0.996923,0.0008954628,0.00141718,0.0001550309,0.0001000355,0.0005092136],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"observational","study_design_scores_codex":[0.8663304,0.007219776,0.04633003,0.001517931,0.001651283,0.0003392056,0.00008527315,0.000527527,0.008423245,0.0002361228,0.0004578461,0.06688134],"study_design_scores_gemma":[0.1081672,0.765742,0.1160992,0.0003924015,0.001707369,0.001225565,0.0002652011,0.0008549779,0.00414857,0.0003612563,0.0009905128,0.00004565556],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9969497,0.001750863,0.0003294507,0.00008286911,0.00009754968,0.0002834393,0.000120165,0.000008879843,0.0003771066],"genre_scores_gemma":[0.9975204,0.0008887303,0.0006650683,0.0001316453,0.0001111321,0.0003464007,0.0001582679,0.000002773099,0.0001755062],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002524693,"threshold_uncertainty_score":0.01198149,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3556240749015547,"score_gpt":0.4264928222140739,"score_spread":0.07086874731251919,"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."}}