{"id":"W2788703461","doi":"10.1186/s12885-018-4024-3","title":"Serum and blood based biomarkers for lung cancer screening: a systematic review","year":2018,"lang":"en","type":"review","venue":"BMC Cancer","topic":"Lung Cancer Diagnosis and Treatment","field":"Medicine","cited_by":92,"is_retracted":false,"has_abstract":true,"ca_institutions":"North York General Hospital; Toronto Western Hospital; University of Toronto","funders":"","keywords":"Medicine; Surgical oncology; Lung cancer; Intensive care medicine; Cancer; Oncology; Internal medicine; Bioinformatics; Biology","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":[0.005608018,0.001383436,0.007952227,0.00822257,0.0004836409,0.001845375,0.00204442,0.00192967,0.00511092],"category_scores_gemma":[0.03095377,0.0007456114,0.007166139,0.009132565,0.0006647713,0.001890605,0.001046917,0.0009422573,0.0003975188],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002497907,"about_ca_system_score_gemma":0.007544109,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007537535,"about_ca_topic_score_gemma":0.02008258,"domain_scores_codex":[0.9952947,0.00161061,0.001643666,0.0003561924,0.0009680516,0.0001267098],"domain_scores_gemma":[0.9708493,0.02214695,0.004111855,0.0002905879,0.00235226,0.0002490444],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0003133343,0.00001964831,0.001363625,0.942942,0.009435999,0.00006743619,0.00007542548,0.00008944501,0.0001078338,0.0001339019,0.001966696,0.04348457],"study_design_scores_gemma":[0.0004321059,0.0002914641,0.007973406,0.8646505,0.1058954,0.0004021799,0.000146923,0.0001957234,0.0001994663,0.000290134,0.01947282,0.00004979752],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000446142,0.9988363,0.00006838417,0.0001372015,0.00004698832,0.00009423876,0.0002252561,0.000004188035,0.0001413416],"genre_scores_gemma":[0.009060499,0.9894806,0.0004023769,0.0003951743,0.00007476089,0.0002757094,0.0002409744,0.000003446627,0.00006650277],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.00822257,"threshold_uncertainty_score":0.02965844,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06809493308178072,"score_gpt":0.4097175450136551,"score_spread":0.3416226119318744,"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."}}