{"id":"W2916390232","doi":"10.9778/cmajo.20180061","title":"Initial presentation of lung cancer in the emergency department: a descriptive analysis","year":2019,"lang":"en","type":"article","venue":"CMAJ Open","topic":"Global Cancer Incidence and Screening","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"Dalhousie University","keywords":"Emergency department; Presentation (obstetrics); Lung cancer; Descriptive statistics; Medicine; Medical emergency; Oncology; Statistics; Radiology; Mathematics; Nursing","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0007528634,0.0001872476,0.0002811411,0.001799778,0.0003367139,0.0004873995,0.0004134137,0.000251483,0.001900413],"category_scores_gemma":[0.002298487,0.0002609559,0.0005786915,0.001805053,0.0002773188,0.0005110932,0.0005923409,0.0003289777,0.000237996],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001073499,"about_ca_system_score_gemma":0.001093627,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04113833,"about_ca_topic_score_gemma":0.04260222,"domain_scores_codex":[0.9994318,0.00006091652,0.0001311726,0.0001174583,0.0001336473,0.0001249982],"domain_scores_gemma":[0.997491,0.0006411339,0.001117907,0.0001276411,0.0004038178,0.0002184931],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004979321,0.00001423335,0.9990306,0.00001493937,0.00001988393,0.00006764756,0.00009135526,0.00002638336,0.00007026966,0.000009255778,0.0001740014,0.0004317462],"study_design_scores_gemma":[0.000004070719,0.00004509944,0.9982951,0.00001683332,0.00001681584,0.0002819212,0.0007682322,0.0002554999,0.00006002748,0.00001227072,0.000239537,0.000004642571],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9953927,0.0001200257,0.0001652595,0.00003927357,0.000003986673,0.00005810886,0.003681053,0.000007160718,0.0005323432],"genre_scores_gemma":[0.9980593,0.00007157269,0.0001098691,0.00002912448,0.000004359721,0.00004060014,0.001579093,0.000003657561,0.0001023315],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04113833,"threshold_uncertainty_score":0.08179772,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09760259182373276,"score_gpt":0.4316861307017786,"score_spread":0.3340835388780458,"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."}}