{"id":"W2013350090","doi":"","title":"Incisional Hernia Repair: Laparoscopic or Open? A Randomized Clinical Trial","year":2013,"lang":"en","type":"article","venue":"Journal of Current Surgery","topic":"Hernia repair and management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Incisional hernia; Surgery; Hernia; Complication; Randomized controlled trial; Abdominal surgery; Hernia repair; Laparoscopic surgery; Laparoscopy; Body mass index; Abdominal wall; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.01031651,0.0001891162,0.002060144,0.0002591144,0.00005322722,0.00008555459,0.0002170354,0.00009883488,0.003507775],"category_scores_gemma":[0.007587576,0.0001070643,0.001665922,0.0001725793,0.000104482,0.000346258,0.0001772872,0.0005394975,0.0002255956],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006065313,"about_ca_system_score_gemma":0.0009638718,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001292757,"about_ca_topic_score_gemma":0.00000270391,"domain_scores_codex":[0.9951932,0.0009170268,0.00259865,0.0002191801,0.0007982398,0.0002737034],"domain_scores_gemma":[0.9942517,0.003536111,0.001041489,0.0003219052,0.0004120963,0.0004367503],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.5248394,0.001576304,0.007412792,0.00009250918,0.0005189092,0.0001614313,0.00003198373,9.490863e-7,0.000004818409,0.00004486942,0.4220685,0.04324756],"study_design_scores_gemma":[0.6472741,0.00074173,0.003993324,0.0007780493,0.000529341,0.0001428176,0.00003981662,0.000272798,0.00000904836,0.000308536,0.3457438,0.0001666007],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9813251,0.001533835,0.0004126274,0.002203423,0.01097012,0.002279289,0.000002288049,0.00005626947,0.00121702],"genre_scores_gemma":[0.9795105,0.004211218,0.002578308,0.002149633,0.005786496,0.0001910196,0.00001471246,0.00006420304,0.005493842],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1224348,"threshold_uncertainty_score":0.9974031,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1765803777719196,"score_gpt":0.4493264238339809,"score_spread":0.2727460460620613,"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."}}