{"id":"W1853394841","doi":"10.1016/j.ccm.2013.04.005","title":"Early Lung Cancer","year":2013,"lang":"en","type":"review","venue":"Clinics in Chest Medicine","topic":"Lung Cancer Diagnosis and Treatment","field":"Medicine","cited_by":27,"is_retracted":false,"has_abstract":false,"ca_institutions":"University Health Network","funders":"","keywords":"Medicine; Autofluorescence; Lung cancer; Radiology; Bronchoscopy; Malignancy; Carcinoma in situ; Dysplasia; Cancer; Optical coherence tomography; Pathology; Carcinoma; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005231068,0.0006209897,0.003893614,0.0003348656,0.00003503764,0.00001271543,0.000248025,0.00061948,0.001578106],"category_scores_gemma":[0.0003298975,0.0003829587,0.0004397678,0.0005509488,0.0002064654,0.00004818819,0.0000836719,0.001092291,0.0002355406],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001279835,"about_ca_system_score_gemma":0.0008856795,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006690807,"about_ca_topic_score_gemma":0.00005357619,"domain_scores_codex":[0.9967006,0.00009376507,0.001508176,0.0007720702,0.0004537578,0.0004715954],"domain_scores_gemma":[0.9972315,0.000871279,0.0005341811,0.0008924687,0.0001214845,0.0003490571],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000009162703,0.0002504473,0.006727334,0.03553107,0.0005185831,0.0002129397,0.000151284,9.367739e-8,1.831245e-8,0.00006922048,0.02413196,0.9323979],"study_design_scores_gemma":[0.001990999,0.0003474113,0.001319918,0.127362,0.004296456,0.00003046482,0.00001160444,0.000007717975,1.506508e-7,0.00002865186,0.8643401,0.0002645683],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001202528,0.9901639,0.000001783847,0.001500054,0.001951253,0.002441015,0.00002264921,0.00005833699,0.003740803],"genre_scores_gemma":[0.0000444787,0.9908716,0.0001270997,0.0006481704,0.00260145,0.002011392,0.0001652157,0.0001240765,0.003406507],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9321333,"threshold_uncertainty_score":0.9998623,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1227344575827872,"score_gpt":0.4846639728259136,"score_spread":0.3619295152431263,"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."}}