{"id":"W2765823459","doi":"10.1007/s10029-017-1684-x","title":"Waiting for surgery: is waiting bad for anyone or everyone?","year":2017,"lang":"en","type":"article","venue":"Hernia","topic":"Hernia repair and management","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary; University of British Columbia","funders":"Institute of Health Services and Policy Research; Canadian Institutes of Health Research","keywords":"Medicine; Quality of life (healthcare); Elective surgery; Abdominal surgery; Depression (economics); Hernia; General surgery; Hernia repair; Physical therapy; Surgery; Nursing","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006221622,0.0001652191,0.0003971717,0.00006106783,0.0004778852,0.00008934744,0.0001334045,0.00008660321,0.0002622343],"category_scores_gemma":[0.001244466,0.0001324168,0.0002486121,0.00002924196,0.00003590937,0.0001216496,0.0000750571,0.0000789236,0.00006597598],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003802094,"about_ca_system_score_gemma":0.00009582847,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007031249,"about_ca_topic_score_gemma":0.00005133722,"domain_scores_codex":[0.9987156,0.00001326459,0.0003010272,0.000333182,0.0001897401,0.0004472013],"domain_scores_gemma":[0.9986324,0.0003493576,0.000200619,0.0005511894,0.0001260474,0.0001403405],"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":[0.002907053,0.000399941,0.06526055,0.003107513,0.0007345429,0.0001614668,0.001221426,0.000003588135,0.004286964,0.0009483744,0.6317419,0.2892267],"study_design_scores_gemma":[0.00302779,0.000230829,0.01505469,0.0003740072,0.0002361828,0.00002183016,0.0003318415,0.01668533,0.002318507,0.0001321234,0.9613062,0.0002807287],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9735047,0.0002948131,0.004525914,0.008703251,0.0006822284,0.002514791,0.000114569,0.0002982586,0.009361507],"genre_scores_gemma":[0.9666774,0.00004086021,0.003201282,0.001922821,0.0008525758,0.0002840093,0.00003389578,0.0000631232,0.02692397],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3295642,"threshold_uncertainty_score":0.5399802,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1227558063197953,"score_gpt":0.3734737811094757,"score_spread":0.2507179747896804,"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."}}