{"id":"W2146471206","doi":"10.1158/1078-0432.14aacriaslc-pr08","title":"Abstract PR08: Pro-surfactant protein B as a biomarker for lung cancer prediction.","year":2014,"lang":"en","type":"article","venue":"Clinical Cancer Research","topic":"Chronic Obstructive Pulmonary Disease (COPD) Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Centre for Applied Research in Cancer Control","funders":"","keywords":"Lung cancer; Medicine; National Lung Screening Trial; Logistic regression; Biomarker; Internal medicine; Lung cancer screening; Cancer; Oncology; Lung","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":[0.002206526,0.000948119,0.0008207033,0.001191454,0.0002595636,0.0007320871,0.001079155,0.0007073919,0.001932046],"category_scores_gemma":[0.006526057,0.000228122,0.000568142,0.001139573,0.0003032014,0.0003219828,0.0004688,0.001088713,0.001056397],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001263033,"about_ca_system_score_gemma":0.00165878,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02944596,"about_ca_topic_score_gemma":0.02235797,"domain_scores_codex":[0.998778,0.0003693479,0.00008071266,0.0002208219,0.0004688454,0.00008217195],"domain_scores_gemma":[0.9973215,0.000631939,0.0007222134,0.0001288912,0.0008308211,0.0003645572],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.009840981,0.0003572813,0.8893673,0.0005081452,0.001000297,0.0001603598,0.00006328591,0.002164945,0.007348218,0.0001574268,0.006580916,0.0824508],"study_design_scores_gemma":[0.0006929016,0.002980379,0.9579226,0.0001000837,0.0007613128,0.001049383,0.00006331747,0.02704124,0.004560762,0.0003783616,0.004401892,0.00004767817],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9547886,0.01485979,0.006789224,0.001956827,0.0002393348,0.0005521311,0.01526675,0.0009255437,0.004621714],"genre_scores_gemma":[0.9854753,0.001137028,0.005635972,0.00027117,0.00009090621,0.0001691274,0.005381944,0.00002521634,0.001813414],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02944596,"threshold_uncertainty_score":0.05854911,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1640341854560385,"score_gpt":0.5196460299657452,"score_spread":0.3556118445097066,"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."}}