{"id":"W3095097088","doi":"10.3747/co.27.5757","title":"Diagnostic Patterns of Non-Small-Cell Lung Cancer at Princess Margaret Cancer Centre","year":2020,"lang":"en","type":"article","venue":"Current Oncology","topic":"Lung Cancer Treatments and Mutations","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre; University Health Network","funders":"","keywords":"Medicine; Lung cancer; Adenocarcinoma; Subtyping; Immunohistochemistry; Cancer; Bronchoscopy; Oncology; Biopsy; Internal medicine; Not Otherwise Specified; Pathology; Sampling (signal processing); Radiology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.001808824,0.0001505973,0.0002966164,0.003472137,0.0003854542,0.0006391524,0.0007412208,0.000429787,0.001388354],"category_scores_gemma":[0.01359653,0.00024846,0.0003934669,0.004117853,0.0004582648,0.0005991957,0.0006518762,0.0003594045,0.0001845532],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0019291,"about_ca_system_score_gemma":0.001865879,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01607649,"about_ca_topic_score_gemma":0.03093723,"domain_scores_codex":[0.9967948,0.0005661737,0.0008030086,0.0006075588,0.001001971,0.0002265754],"domain_scores_gemma":[0.9693932,0.007693462,0.01712013,0.0004879144,0.004341571,0.0009637534],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001088099,0.000008273995,0.9766446,0.001148351,0.00008946907,0.0008577034,0.0004845163,0.0001192771,0.001026806,0.00007532284,0.001495213,0.01794141],"study_design_scores_gemma":[0.000005129908,0.00005784404,0.9932366,0.0003940167,0.00005041644,0.003144793,0.0006290134,0.0001104617,0.0004570247,0.00002412004,0.001881662,0.000008942215],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9468174,0.04561023,0.0004567859,0.002158863,0.00006244916,0.00008085021,0.001969446,0.00004218073,0.002801834],"genre_scores_gemma":[0.9918627,0.006412587,0.0004209086,0.0003497541,0.00003267161,0.00003520288,0.0007472498,0.000006868488,0.000132045],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01607649,"threshold_uncertainty_score":0.03196585,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04700107147173979,"score_gpt":0.4076436924188029,"score_spread":0.3606426209470631,"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."}}