{"id":"W4402316396","doi":"10.1007/s10029-024-03159-w","title":"Who benefits from a shouldice repair?","year":2024,"lang":"en","type":"letter","venue":"Hernia","topic":"Hernia repair and management","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Thornhill Medical (Canada)","funders":"","keywords":"Medicine; Abdominal surgery; Surgery; General 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":[0.002327307,0.0006658651,0.001098065,0.000903923,0.008435474,0.00512161,0.001572883,0.08778793,0.02196125],"category_scores_gemma":[0.01660692,0.0008455229,0.001253667,0.0008691794,0.002987274,0.004911804,0.0026251,0.0402744,0.008642969],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004799814,"about_ca_system_score_gemma":0.008772979,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01271474,"about_ca_topic_score_gemma":0.03672728,"domain_scores_codex":[0.9973105,0.0006410576,0.0003258987,0.0002442021,0.0004656456,0.001012667],"domain_scores_gemma":[0.992828,0.00217332,0.0005702099,0.0001813258,0.000816887,0.003430226],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0001115919,0.0001312557,0.005045104,0.00008766549,0.00002847181,0.02314021,0.0004386532,0.0001390547,0.0003411758,0.006680532,0.9520403,0.01181604],"study_design_scores_gemma":[0.0002099358,0.0002078207,0.008787978,0.00135463,0.00006991579,0.03113074,0.00438952,0.0009733343,0.0002775725,0.02339207,0.9290294,0.0001771354],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.001381043,0.0009233889,0.00006574049,0.977159,0.009743783,0.00001466371,0.00003996827,0.00001162469,0.01066081],"genre_scores_gemma":[0.01285469,0.001780923,0.0002450671,0.9155423,0.04365429,0.00004233793,0.00004939281,0.0000317327,0.02579921],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.08778793,"threshold_uncertainty_score":0.07346767,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02878830337490337,"score_gpt":0.2729060220356999,"score_spread":0.2441177186607965,"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."}}