{"id":"W1989333573","doi":"10.1016/s0960-7404(02)00047-6","title":"Clinical relevance of molecular markers in lung cancer","year":2002,"lang":"en","type":"review","venue":"Surgical Oncology","topic":"RNA modifications and cancer","field":"Biochemistry, Genetics and Molecular Biology","cited_by":32,"is_retracted":false,"has_abstract":false,"ca_institutions":"Princess Margaret Cancer Centre; University of Toronto; University Health Network","funders":"","keywords":"Lung cancer; Molecular diagnostics; Molecular pathology; Clinical significance; Cancer; Molecular marker; Lung; Medicine; Pathology; Bioinformatics; Biology; Oncology; Internal medicine; Gene; Genetics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"not_applicable","genre":"review","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"design_other","genre":"review","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"}],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001725824,0.00110359,0.002121957,0.002070896,0.0002829414,0.001434555,0.001289057,0.001889764,0.00154969],"category_scores_gemma":[0.00235845,0.0003799657,0.0005178366,0.002321264,0.0008878431,0.001279362,0.0006039572,0.002167332,0.001180035],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009157717,"about_ca_system_score_gemma":0.001172397,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001289479,"about_ca_topic_score_gemma":0.002277774,"domain_scores_codex":[0.9996159,0.00009937406,0.00005245633,0.00007772908,0.0001264951,0.00002799296],"domain_scores_gemma":[0.9985777,0.0009326048,0.0001022519,0.00003744237,0.0002968008,0.00005321533],"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":[0.0001493629,0.00006089173,0.0006918272,0.005717452,0.0001090007,0.0005667807,0.00004076289,0.000644061,0.002167758,0.003118269,0.03068329,0.9560505],"study_design_scores_gemma":[0.00006277664,0.0001314043,0.00253298,0.002572945,0.0002607855,0.003504712,0.00008204861,0.0002941461,0.001348742,0.003340174,0.9858341,0.00003511942],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001029137,0.998251,0.000286815,0.0004573078,0.000331114,0.00000292398,0.00001084252,0.000004928148,0.0005521473],"genre_scores_gemma":[0.001122914,0.9966373,0.0004788422,0.0005185314,0.0006344125,0.000006724238,0.00002756438,0.000001827458,0.0005716998],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.002121957,"threshold_uncertainty_score":0.00912714,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04527291197967557,"score_gpt":0.4236819003189959,"score_spread":0.3784089883393203,"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."}}