{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004206977,0.001100433,0.005893541,0.0005519036,0.0004743194,0.001363112,0.001081254,0.003614081,0.01524414],"category_scores_gemma":[0.00499598,0.0006793205,0.00204885,0.0006132334,0.001823173,0.001724406,0.0006542936,0.002579751,0.0008985954],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005428104,"about_ca_system_score_gemma":0.001505511,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003744836,"about_ca_topic_score_gemma":0.0004920625,"domain_scores_codex":[0.9978453,0.001321454,0.000204007,0.0002950566,0.0001586706,0.0001754924],"domain_scores_gemma":[0.9962311,0.001864282,0.0008416749,0.0001891896,0.0001782279,0.000695524],"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":[0.9853697,0.003308209,0.0005795261,0.001881411,0.0007226694,0.00003585638,0.00003286669,0.00006811961,0.00028949,0.0001759159,0.0003549134,0.007181402],"study_design_scores_gemma":[0.957814,0.03943683,0.0008296994,0.000217383,0.0006154303,0.00002785627,0.00002669638,0.0002168631,0.00007085379,0.00018913,0.0005443105,0.00001087742],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9231671,0.04207791,0.002358096,0.003838378,0.005567879,0.01744287,0.00122455,0.0001831037,0.004140069],"genre_scores_gemma":[0.9432681,0.01319862,0.003954496,0.004801591,0.00441912,0.02479235,0.000852532,0.00002453405,0.004688609],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01524414,"threshold_uncertainty_score":0.05099666,"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."}}