{"id":"W4243090926","doi":"10.1503/cjs.001916","title":"Apples and oranges","year":2016,"lang":"en","type":"letter","venue":"Canadian Journal of Surgery","topic":"Hernia repair and management","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Association of General Surgeons","funders":"","keywords":"Medicine; Inguinal hernia; General surgery; General hospital; Hernia","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"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":[0.001632136,0.0007469858,0.0006293497,0.0008377467,0.004564944,0.003522655,0.0008825584,0.008688351,0.05239094],"category_scores_gemma":[0.01590441,0.0002995583,0.0006584307,0.0006861309,0.002163042,0.00327211,0.001854235,0.01244979,0.01970868],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003523271,"about_ca_system_score_gemma":0.003506928,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02056462,"about_ca_topic_score_gemma":0.04712544,"domain_scores_codex":[0.9974141,0.0005293951,0.0001598779,0.0003604591,0.001172782,0.0003632394],"domain_scores_gemma":[0.9961665,0.0009370686,0.0002563934,0.0001557635,0.001265411,0.001218923],"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":[0.00001559254,0.000008470418,0.0002090877,0.00002187188,0.0000018796,0.000344884,0.00008884397,0.00000460954,0.00005069593,0.001004596,0.9913986,0.006850873],"study_design_scores_gemma":[0.000007528623,0.00001271666,0.0002781134,0.0000981214,0.000001884897,0.0007035276,0.00025597,0.00001318089,0.0000242157,0.0008126254,0.9977846,0.000007584068],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.000663312,0.007334839,0.0001317364,0.861467,0.08804624,0.00001655436,0.0001548026,0.00008062027,0.04210493],"genre_scores_gemma":[0.006939438,0.004600534,0.0002143653,0.8417532,0.04472084,0.00001923638,0.0000786296,0.00006548181,0.1016082],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.05239094,"threshold_uncertainty_score":0.1752651,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04531484579150639,"score_gpt":0.2294245779041796,"score_spread":0.1841097321126732,"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."}}