{"id":"W3185733580","doi":"10.1007/s10029-021-02443-3","title":"Comparison of two fascial defect closure methods for laparoscopic incisional hernia repair","year":2021,"lang":"en","type":"article","venue":"Hernia","topic":"Hernia repair and management","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"Toronto General Hospital; Humber River Regional Hospital; North York General Hospital; University of Toronto","funders":"","keywords":"Medicine; Seroma; Incisional hernia; Surgery; Hernia; Hematoma; Fibrous joint; Abdominal wall; Laparoscopy; Abdominal surgery; Body mass index; Laparoscopic surgery; General surgery; Complication; Internal medicine","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":[0.001961075,0.0006077747,0.001142057,0.002262298,0.0004210432,0.001039762,0.0006850998,0.0006173604,0.004193802],"category_scores_gemma":[0.005417408,0.0002593481,0.001184531,0.0008865931,0.0006668202,0.001190145,0.0005976765,0.0009228447,0.0003632033],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005602529,"about_ca_system_score_gemma":0.0006675003,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007347935,"about_ca_topic_score_gemma":0.001507769,"domain_scores_codex":[0.9984621,0.0004731774,0.0002707748,0.0001556361,0.0004767521,0.0001616342],"domain_scores_gemma":[0.9953241,0.002824822,0.0006467625,0.0002309254,0.0003562771,0.0006170846],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"nonrandomized_trial","study_design_scores_codex":[0.1739815,0.01115811,0.05090642,0.007003041,0.001635684,0.001047304,0.001421867,0.002316986,0.02303527,0.001421369,0.001419638,0.7246528],"study_design_scores_gemma":[0.02410503,0.3042181,0.6074322,0.001912977,0.003522738,0.009161278,0.004800345,0.007684882,0.01799248,0.001365778,0.01746486,0.000339288],"study_design_candidate":"nonrandomized_trial","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9773078,0.01591867,0.002477151,0.0002803289,0.0003838829,0.0002326048,0.0002813606,0.00006002304,0.003058208],"genre_scores_gemma":[0.9820098,0.007702107,0.007380577,0.0001918652,0.0003241743,0.0002918455,0.0004348307,0.00004611118,0.001618819],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004193802,"threshold_uncertainty_score":0.01402968,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06316795987577496,"score_gpt":0.4775008334813534,"score_spread":0.4143328736055784,"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."}}