{"id":"W6930153843","doi":"10.5281/zenodo.12525594","title":"A Study of Comparisons of Normal Suturing and Adhesion of Skin Closure Tissues in Surgery of Inguinal Hernia","year":2022,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Healthcare Systems and Reforms","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Inguinal hernia; Fibrous joint; Adhesion; Wound closure; GLUE; Hernia; Closure (psychology); Cyanoacrylate","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.001922357,0.0002788646,0.000297938,0.001215104,0.0003428723,0.0004299712,0.0002695658,0.0003367747,0.001402666],"category_scores_gemma":[0.005578012,0.0001490964,0.0006512242,0.0008278559,0.0005937297,0.0004951757,0.0004087061,0.0003538909,0.0001748128],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003732236,"about_ca_system_score_gemma":0.0002905465,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000331618,"about_ca_topic_score_gemma":0.0004896249,"domain_scores_codex":[0.998493,0.000658066,0.0002400721,0.0001875573,0.0002825548,0.0001387534],"domain_scores_gemma":[0.9919688,0.004493287,0.001788607,0.0002441161,0.0008518554,0.0006533829],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.005184233,0.0008060421,0.9785296,0.0002745749,0.0002526518,0.0003261046,0.001850665,0.00006754033,0.001668206,0.00006848417,0.00008556865,0.01088624],"study_design_scores_gemma":[0.00009852189,0.01214501,0.983853,0.00001863999,0.0001134869,0.0008253114,0.001851961,0.00008778753,0.0005815179,0.00003897216,0.0003753477,0.00001056807],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9995798,0.0001853531,0.00004105347,0.000004088279,0.000005337071,0.00001388625,0.00002378781,5.956451e-7,0.0001461177],"genre_scores_gemma":[0.9996738,0.00007740971,0.00008922131,0.000007748021,0.000007384764,0.00001966114,0.0000617632,5.565714e-7,0.00006249775],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001922357,"threshold_uncertainty_score":0.01016653,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07372521021552603,"score_gpt":0.2566689825578327,"score_spread":0.1829437723423066,"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."}}