{"id":"W4226383703","doi":"10.1136/bmj.o912","title":"Cancer: UK lags behind Australia and Canada in number of cases diagnosed through emergency routes","year":2022,"lang":"en","type":"article","venue":"BMJ","topic":"Global Cancer Incidence and Screening","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Cancer; Medicine; Computer science; Medical emergency; Data science; Operations research; Engineering; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007841886,0.0003028752,0.0007769113,0.001892093,0.0008867321,0.002105679,0.0007076079,0.001221069,0.01940914],"category_scores_gemma":[0.007022488,0.0003176568,0.0008952381,0.006673535,0.0004761819,0.001858998,0.001627736,0.001917693,0.002482065],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005890247,"about_ca_system_score_gemma":0.01231559,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.745986,"about_ca_topic_score_gemma":0.891399,"domain_scores_codex":[0.998066,0.0002301357,0.000319125,0.0002344986,0.0004190884,0.0007312644],"domain_scores_gemma":[0.9888734,0.001145452,0.003159477,0.0002973076,0.002982164,0.00354211],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000559589,0.00005131048,0.8668036,0.001406988,0.0001510442,0.0005196901,0.0008948054,0.0004536375,0.0006404193,0.001540448,0.06425931,0.06271908],"study_design_scores_gemma":[0.00001643291,0.00006894334,0.9735328,0.0004979799,0.00006029693,0.0003449959,0.001762254,0.0001485735,0.0000950231,0.0001230834,0.02333113,0.0000183631],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6619663,0.07154594,0.00110377,0.1145367,0.005002834,0.000145828,0.05904603,0.0004339769,0.08621864],"genre_scores_gemma":[0.9488694,0.0168095,0.0007100202,0.005780451,0.0005196544,0.00003046747,0.007110753,0.0001288358,0.02004089],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.254014,"threshold_uncertainty_score":0.5110198,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09806901554604786,"score_gpt":0.4014835306145152,"score_spread":0.3034145150684673,"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."}}