{"id":"W3119257281","doi":"10.3390/curroncol28010040","title":"Lung Cancer Pre-Diagnostic Pathways from First Presentation to Specialist Referral","year":2021,"lang":"en","type":"article","venue":"Current Oncology","topic":"Global Cancer Incidence and Screening","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Jewish General Hospital; McGill University","funders":"Fonds de Recherche du Québec - Santé","keywords":"Medicine; Referral; Lung cancer; Emergency department; Cancer; Cohort; Care pathway; Retrospective cohort study; Presentation (obstetrics); Emergency medicine; Pediatrics; Family medicine; Internal medicine; Health care; Surgery; 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":[0.0004646529,0.0002502605,0.0001942511,0.0007583036,0.001092376,0.001241544,0.0006045702,0.0004895185,0.003959226],"category_scores_gemma":[0.003198368,0.0002186655,0.0004365312,0.0008216446,0.0003319099,0.00048305,0.0009485992,0.0008736448,0.0004141933],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004874088,"about_ca_system_score_gemma":0.007612657,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1540012,"about_ca_topic_score_gemma":0.2413943,"domain_scores_codex":[0.9991319,0.0001573543,0.00007463295,0.0001123919,0.0001388156,0.0003849879],"domain_scores_gemma":[0.995827,0.0006000535,0.001555867,0.0001142505,0.0007245037,0.00117826],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009828736,0.00007375606,0.9902293,0.00004660115,0.00001518652,0.0003502734,0.0006094248,0.0002293572,0.000323593,0.0001058885,0.0005496976,0.007368523],"study_design_scores_gemma":[0.000009325512,0.0001390268,0.9956374,0.00006665218,0.00001299281,0.0006147051,0.001692549,0.0006001667,0.0001772008,0.0001789467,0.0008612492,0.000009892254],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9945636,0.0009088597,0.0004865035,0.0007980529,0.00001118222,0.0001132789,0.0009621221,0.00004264131,0.002113821],"genre_scores_gemma":[0.9983135,0.0003103552,0.0004018452,0.00008676707,0.000006634158,0.00002577182,0.0005554337,0.00000421844,0.0002954121],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1540012,"threshold_uncertainty_score":0.3062096,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.254974912578092,"score_gpt":0.4793704836491356,"score_spread":0.2243955710710437,"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."}}