{"id":"W4223444755","doi":"10.1503/cjs.009621","title":"Subspecialist abdominal wall reconstruction services in Canada","year":2022,"lang":"en","type":"article","venue":"Canadian Journal of Surgery","topic":"Hernia repair and management","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Medicine; Subspecialty; Abdominal wall; Multidisciplinary approach; Hernia; General surgery; Surgery; Family medicine; Law","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":[0.0006259615,0.000193264,0.0001995787,0.001091225,0.005594406,0.002180513,0.001034261,0.0007825281,0.01080384],"category_scores_gemma":[0.002431961,0.0002733581,0.0002914554,0.002217899,0.001251749,0.0005332672,0.001764679,0.001503318,0.0003405672],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.06546467,"about_ca_system_score_gemma":0.2199574,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9914314,"about_ca_topic_score_gemma":0.9978451,"domain_scores_codex":[0.9983497,0.0001134702,0.00005278502,0.000108496,0.0005536538,0.0008218392],"domain_scores_gemma":[0.9926233,0.0002040117,0.0004625943,0.00003421041,0.001637831,0.005038154],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000298255,0.0003500352,0.4728771,0.001332665,0.0001320575,0.004468339,0.007290148,0.001470788,0.002498005,0.05404975,0.2178017,0.2374312],"study_design_scores_gemma":[0.0001418869,0.0001537099,0.7767068,0.0012494,0.00006643409,0.002110237,0.01298256,0.001871373,0.000464262,0.002068999,0.2020729,0.00011137],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5172539,0.02781785,0.001402124,0.213411,0.002203423,0.0004320324,0.003349402,0.0002028421,0.2339274],"genre_scores_gemma":[0.9567126,0.01266505,0.001710169,0.01197918,0.0002584639,0.0000509265,0.0006280739,0.00003291969,0.0159627],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06546467,"threshold_uncertainty_score":0.4749816,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01784688384126512,"score_gpt":0.1974270585523092,"score_spread":0.179580174711044,"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."}}