{"id":"W1807239093","doi":"10.14740/jcs268w","title":"Parastomal Hernia Is a Problem Yet to Be Solved","year":2015,"lang":"en","type":"article","venue":"Journal of Current Surgery","topic":"Stoma care and complications","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Hernia; General surgery; Surgery; Intensive care medicine","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":[0.0004347671,0.00009873655,0.000357417,0.000240039,0.00002701775,0.00001846003,0.00007827323,0.00003466146,0.00008038812],"category_scores_gemma":[0.0002046204,0.00007775822,0.0002352589,0.0002488863,0.00001742507,0.00008910474,0.00002474537,0.0002055913,0.00009368311],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008078312,"about_ca_system_score_gemma":0.0005806423,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002382945,"about_ca_topic_score_gemma":0.000001465002,"domain_scores_codex":[0.9987403,0.00003088039,0.000473842,0.00009901659,0.0004745315,0.0001814036],"domain_scores_gemma":[0.9984314,0.0001010255,0.0002416455,0.0001787241,0.0005761595,0.0004709976],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002724308,0.0003204351,0.0531273,0.00003480184,0.00007188549,0.00004919896,0.0006544223,0.00000361934,0.0007812962,0.0000586718,0.913146,0.03147995],"study_design_scores_gemma":[0.0008350461,0.0003495741,0.04587126,0.0004882943,0.0001620161,0.0008962484,0.0002658321,0.00002407064,0.001643461,0.0004059851,0.9488848,0.0001734232],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9791145,0.001941869,0.0009667702,0.01518455,0.001272571,0.0001618963,0.000009078282,0.00002498568,0.001323789],"genre_scores_gemma":[0.9966597,0.0000516682,0.0005586675,0.001940676,0.0005760841,0.0000102001,0.000005106971,0.00001537025,0.000182528],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0357388,"threshold_uncertainty_score":0.3170888,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2058122506329557,"score_gpt":0.380916264216859,"score_spread":0.1751040135839033,"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."}}