{"id":"W4367309623","doi":"10.1016/j.sopen.2023.04.009","title":"Spigelian hernias: A high volume institutional review","year":2023,"lang":"en","type":"article","venue":"Surgery Open Science","topic":"Hernia repair and management","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Spigelian hernia; Medicine; Hernia; Context (archaeology); General surgery; Incidence (geometry); Ventral hernia; Surgery","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":[0.005336689,0.0002134015,0.0003545925,0.002868408,0.0008214133,0.001484192,0.0006479943,0.0003262855,0.003403028],"category_scores_gemma":[0.01688806,0.0002419051,0.0002552314,0.003738923,0.0007075857,0.0008710365,0.001209637,0.0003909194,0.0005115694],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001259914,"about_ca_system_score_gemma":0.004060849,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002735686,"about_ca_topic_score_gemma":0.006156962,"domain_scores_codex":[0.9937003,0.001968039,0.001363934,0.0005311196,0.001903497,0.0005331012],"domain_scores_gemma":[0.9569208,0.01079124,0.02265628,0.001485226,0.005512554,0.002633883],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004112759,0.00004662576,0.9822606,0.000329191,0.00003887619,0.001624537,0.0003871096,0.00004434896,0.0002380391,0.0001887861,0.002540716,0.01225999],"study_design_scores_gemma":[0.00001800516,0.0002050502,0.9698679,0.0006958169,0.00006527649,0.01471901,0.003672484,0.0003193875,0.0005023083,0.00009605295,0.009819575,0.00001908934],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9738713,0.01245783,0.001000321,0.002042206,0.000142079,0.0004006981,0.002469983,0.00005936011,0.007556294],"genre_scores_gemma":[0.992731,0.003731882,0.0009840894,0.0006491278,0.0001820422,0.0001270554,0.001147486,0.00001864763,0.0004286673],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005336689,"threshold_uncertainty_score":0.02822345,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06422568852716218,"score_gpt":0.3559470038467803,"score_spread":0.2917213153196181,"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."}}