{"id":"W2808439868","doi":"10.5539/gjhs.v10n7p166","title":"A Systemic Review on Single-Port and Multiport Laparoscopic Hernioplasty","year":2018,"lang":"en","type":"review","venue":"Global Journal of Health Science","topic":"Minimally Invasive Surgical Techniques","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Umbilicus (mollusc); Blood loss; Port (circuit theory); Surgery; Hernia; Laparoscopy; General surgery; Abdominal surgery; Laparoscopic surgery; Hernia repair","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.005360188,0.0004066318,0.003654817,0.000251896,0.0001598571,0.00004170182,0.0005407983,0.0001660214,0.00002780267],"category_scores_gemma":[0.001022054,0.0002519246,0.0003865097,0.001060652,0.0007423641,0.0001412887,0.0001320825,0.000600024,0.00003808756],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00137985,"about_ca_system_score_gemma":0.005896336,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007610998,"about_ca_topic_score_gemma":0.0000010057,"domain_scores_codex":[0.9948056,0.0001779425,0.002425469,0.000529288,0.001465703,0.0005959675],"domain_scores_gemma":[0.9947193,0.00009263884,0.003151622,0.0004817977,0.0007499753,0.0008046427],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000234185,0.0001515513,0.0005515073,0.1442346,0.00004361325,0.000385665,0.000005912622,1.063111e-8,0.0000015635,0.00006103131,0.006138685,0.8484024],"study_design_scores_gemma":[0.0002043603,0.001715126,0.0001084058,0.4073271,0.0002078024,0.03256194,0.000003980727,1.828943e-7,0.000001748161,0.000008360892,0.557731,0.000130019],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0003091818,0.9963664,0.00002596211,0.0002628053,0.000528122,0.001457844,0.00002077073,0.00003270211,0.0009961691],"genre_scores_gemma":[0.0002660603,0.9962941,0.001704405,0.001428419,0.0002417895,0.00001273764,0.000002616748,0.00001679874,0.00003305265],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8482724,"threshold_uncertainty_score":0.9999933,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1158617239268064,"score_gpt":0.4375703835698427,"score_spread":0.3217086596430364,"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."}}