{"id":"W3044930133","doi":"10.1016/j.jtho.2020.07.005","title":"Multi-Institutional Prospective Validation of Prognostic mRNA Signatures in Early Stage Squamous Lung Cancer (Alliance)","year":2020,"lang":"en","type":"article","venue":"Journal of Thoracic Oncology","topic":"Lung Cancer Diagnosis and Treatment","field":"Medicine","cited_by":40,"is_retracted":false,"has_abstract":false,"ca_institutions":"Princess Margaret Cancer Centre; University of Toronto; University Health Network","funders":"National Cancer Institute; Genentech; National Institutes of Health; Bristol-Myers Squibb","keywords":"Medicine; Cohort; Oncology; Stage (stratigraphy); Internal medicine; Prospective cohort study; Cohort study; Lung cancer","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002418366,0.0004675091,0.0005644638,0.0009815375,0.0009963418,0.001370509,0.0008311234,0.0005767376,0.001955771],"category_scores_gemma":[0.003005909,0.0003795604,0.0005232151,0.001291137,0.000718413,0.0006942773,0.001873265,0.0005714889,0.001266532],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006800276,"about_ca_system_score_gemma":0.00100289,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003342316,"about_ca_topic_score_gemma":0.007933411,"domain_scores_codex":[0.9982694,0.0003705679,0.0001312721,0.000591866,0.000330279,0.0003066326],"domain_scores_gemma":[0.9972051,0.0003522794,0.0005284226,0.0007592143,0.0007945411,0.0003604772],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002946173,0.0004193385,0.9685717,0.0001046177,0.0002981633,0.0002169668,0.000419725,0.0003853953,0.009918862,0.0001460129,0.002312111,0.0142609],"study_design_scores_gemma":[0.0002289613,0.0009278296,0.9906529,0.00003065635,0.000248183,0.0005514405,0.0004144879,0.0003892979,0.002871411,0.0001089402,0.003559267,0.00001654502],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9929704,0.0002970892,0.0006420336,0.00006122945,0.00002119699,0.0001574456,0.004565588,0.00005069173,0.00123438],"genre_scores_gemma":[0.9855697,0.00013274,0.001240543,0.0001183286,0.00003141112,0.0002622312,0.01173785,0.00002691887,0.0008802977],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003342316,"threshold_uncertainty_score":0.01278973,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02954189514484616,"score_gpt":0.4068102043047985,"score_spread":0.3772683091599523,"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."}}