{"id":"W3139384303","doi":"10.25011/cim.v44i1.36016","title":"A Novel Composite Biomarker Panel For Detection Of Early Stage Non-small Cell Lung Cancer","year":2021,"lang":"en","type":"article","venue":"Clinical and investigative medicine","topic":"MicroRNA in disease regulation","field":"Biochemistry, Genetics and Molecular Biology","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; Alberta Health Services","funders":"University of Alberta","keywords":"Lung cancer; Biomarker; Medicine; Stage (stratigraphy); Oncology; Internal medicine; Biology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"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":[0.003600042,0.0006929394,0.001214989,0.001860392,0.000214676,0.001000375,0.000526292,0.0009267463,0.0009177243],"category_scores_gemma":[0.005407749,0.0002785425,0.0004264997,0.0007955381,0.0003117289,0.0004994715,0.0006205903,0.0006004585,0.0005490232],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000334161,"about_ca_system_score_gemma":0.0004677213,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002265307,"about_ca_topic_score_gemma":0.0004827066,"domain_scores_codex":[0.9972231,0.0009328607,0.0001400484,0.0005982391,0.001029065,0.00007677999],"domain_scores_gemma":[0.9976318,0.0008625655,0.0005598722,0.0001591765,0.000626928,0.0001595482],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.005754824,0.001281032,0.4647922,0.0006973495,0.0008071086,0.0002815662,0.0002143945,0.006862586,0.2902659,0.0004851742,0.001536871,0.227021],"study_design_scores_gemma":[0.0003890795,0.01337679,0.5658966,0.000132843,0.001288698,0.004890332,0.0002192519,0.1465761,0.2550358,0.0014841,0.01051661,0.0001937746],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9085727,0.005080821,0.08030083,0.000356245,0.000128536,0.0004616705,0.001629029,0.0009128508,0.002557308],"genre_scores_gemma":[0.9200255,0.0006553321,0.07633518,0.000299605,0.00009669684,0.0004041375,0.001145133,0.00002362135,0.001014702],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003600042,"threshold_uncertainty_score":0.01903909,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1028747024605838,"score_gpt":0.3401670156341683,"score_spread":0.2372923131735846,"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."}}