{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007205779,0.0001271732,0.0003295283,0.0001515802,0.00009270713,0.00002170817,0.00008716594,0.00008804294,0.001325663],"category_scores_gemma":[0.0003164901,0.0001098067,0.0002825146,0.00004531161,0.00007350552,0.0002678005,0.0000542247,0.0001160725,0.0001666975],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001515721,"about_ca_system_score_gemma":0.00006976836,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009876394,"about_ca_topic_score_gemma":0.00002495573,"domain_scores_codex":[0.9987311,0.00002877568,0.0003502156,0.0002180995,0.0004599744,0.0002118641],"domain_scores_gemma":[0.9987545,0.0001990469,0.0001823228,0.0005648275,0.0001606855,0.0001386064],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.05846781,0.002669391,0.1454421,0.0007310976,0.001094645,0.002754936,0.0006353689,0.00002889982,0.01549459,0.000210123,0.2261243,0.5463468],"study_design_scores_gemma":[0.001432612,0.000170145,0.7255957,0.0002433415,0.00008315393,0.00001177919,0.00006526193,0.0001112025,0.007024713,0.00009004281,0.2650003,0.0001717324],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9855312,0.0002481964,0.00008746658,0.004078645,0.0006317697,0.0001561762,0.00001737341,0.00003412228,0.009215049],"genre_scores_gemma":[0.9971384,0.0006387475,0.0001955614,0.0004010423,0.0002872066,0.00001185841,0.00002063551,0.0000173843,0.001289131],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5801536,"threshold_uncertainty_score":0.9995872,"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."}}