{"id":"W3142298821","doi":"10.14740/jcs238w","title":"Case of Rare Abdominal Wall Hernia","year":2014,"lang":"en","type":"article","venue":"Journal of Current Surgery","topic":"Hernia repair and management","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Umbilicus (mollusc); Rectus muscle; Abdominal wall; Surgery; Hernia; Rectus sheath; Posterior wall; Ventral hernia","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":[],"consensus_categories":[],"category_scores_codex":[0.001202355,0.0001006611,0.0005089764,0.000239584,0.00002152131,0.000007003895,0.00004955838,0.00003487993,0.0002333508],"category_scores_gemma":[0.0003338598,0.00007384811,0.0003932647,0.00009298656,0.00003028767,0.0000792952,0.00002281274,0.0002066732,0.00001674282],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000321473,"about_ca_system_score_gemma":0.0001134681,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006198399,"about_ca_topic_score_gemma":0.000002534483,"domain_scores_codex":[0.9986793,0.0000873375,0.0006679495,0.00008056191,0.0003281488,0.0001567331],"domain_scores_gemma":[0.9987134,0.0002360629,0.0004731173,0.0001684661,0.0002249769,0.0001839689],"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":[0.001237704,0.001368265,0.1410654,0.001788137,0.0004259393,0.008476843,0.0005610621,0.00003298962,0.001024544,0.0002252646,0.1841251,0.6596687],"study_design_scores_gemma":[0.003657203,0.0007446731,0.03262249,0.002156133,0.0008777056,0.02662518,0.0002962884,0.0008925197,0.002019475,0.0002395689,0.9295341,0.0003346323],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9945898,0.001186693,0.00158366,0.0005838562,0.001062082,0.00008250159,0.000001904715,0.00001032205,0.0008991614],"genre_scores_gemma":[0.9988843,0.0002119175,0.0001940549,0.000123043,0.0004512801,0.000001036365,0.000001562049,0.00001165393,0.0001211893],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7454091,"threshold_uncertainty_score":0.3011439,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04592014916789697,"score_gpt":0.3137832298835972,"score_spread":0.2678630807157002,"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."}}