{"id":"W4406638726","doi":"10.1016/b978-1-4160-2450-7.50345-5","title":"10.1016/b978-1-4160-2450-7.50345-5","year":2000,"lang":"en","type":"book-chapter","venue":"Time to knit","topic":"Hernia repair and management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0006722381,0.00204809,0.001154043,0.001603756,0.001011025,0.00350515,0.002348089,0.003219347,0.9757329],"category_scores_gemma":[0.001249342,0.0006513598,0.0007398137,0.001554249,0.0008644039,0.003602617,0.002943923,0.001904352,0.9857897],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006316936,"about_ca_system_score_gemma":0.0006461944,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002116134,"about_ca_topic_score_gemma":0.002355158,"domain_scores_codex":[0.9996682,0.00001956258,0.00001935721,0.0001073149,0.0001245665,0.00006103614],"domain_scores_gemma":[0.9987407,0.0004040542,0.00008279549,0.0001428855,0.0002264433,0.0004031578],"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":[0.0001193699,0.0001165337,0.0002909269,0.0004268647,0.00001341914,0.0001143457,0.00006542027,0.0002861048,0.002166632,0.005256496,0.3658375,0.6253065],"study_design_scores_gemma":[0.00001428471,0.0000421473,0.0004263556,0.0002640122,0.000005779658,0.0001755566,0.00005100835,0.00008973956,0.0002807876,0.001001186,0.9976386,0.00001047548],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000176395,0.0006031927,0.0007892583,0.0002524839,0.0001724467,0.00004024204,0.0005991673,0.0007717704,0.996595],"genre_scores_gemma":[0.0004261548,0.0003432804,0.000388711,0.000103906,0.00003692058,0.0000272912,0.0003823903,0.000185283,0.998106],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.02426708,"threshold_uncertainty_score":0.03461397,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009934899935363525,"score_gpt":0.1921830987346214,"score_spread":0.1822481987992579,"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."}}