{"id":"W3214834218","doi":"10.1093/bjs/znab395.089","title":"P095 ARE POLYPROPYLENE MESH IMPLANTS ASSOCIATED WITH SYSTEMIC AUTOIMMUNE/INFLAMMATORY SYNDROMES?","year":2021,"lang":"en","type":"article","venue":"British journal of surgery","topic":"Hernia repair and management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Cochrane Library; Hernia repair; Inguinal hernia; Surgery; Hysterectomy; Hernia; Meta-analysis; MEDLINE; Implant; Internal medicine","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001107729,0.000161422,0.0008796747,0.0001734525,0.00009044335,0.00008280788,0.00008530171,0.0001113502,0.0002689077],"category_scores_gemma":[0.0005661533,0.0001585607,0.0003311587,0.0002595148,0.00004319992,0.0001891792,0.00004643624,0.0003795251,0.00001829777],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001757035,"about_ca_system_score_gemma":0.0006666341,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002739134,"about_ca_topic_score_gemma":0.00002523718,"domain_scores_codex":[0.9977682,0.0001805049,0.000816272,0.0001905411,0.0006792438,0.0003653027],"domain_scores_gemma":[0.9981002,0.0001918212,0.0006942438,0.0002008053,0.0005765107,0.0002364075],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004375774,0.0008303981,0.442125,0.001214044,0.003426976,0.4401101,0.000139901,0.00001940022,0.003953476,0.00001440531,0.07436437,0.03336437],"study_design_scores_gemma":[0.001582425,0.00007504469,0.8002996,0.01432695,0.0003553682,0.1794967,0.0005591573,0.00001176099,0.000424203,0.000008372398,0.002640655,0.0002197524],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9876713,0.01050388,0.00004765275,0.00031323,0.0005356325,0.0001302683,0.0000209888,0.00006433533,0.0007126817],"genre_scores_gemma":[0.9953786,0.00226118,0.00006433146,0.0003086074,0.0001593021,0.000005003897,0.00002333387,0.00004326482,0.001756426],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3581746,"threshold_uncertainty_score":0.6465915,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02357845530788276,"score_gpt":0.2311477614930083,"score_spread":0.2075693061851256,"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."}}