{"id":"W4406589019","doi":"10.59350/61crn-zjg90","title":"NGS in a Québec NSCLC cohort","year":2023,"lang":"en","type":"preprint","venue":"","topic":"Pituitary Gland Disorders and Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Cohort; Medicine; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006601363,0.0003358886,0.000327514,0.0008830555,0.002244243,0.001170613,0.0005488796,0.0005806557,0.006154984],"category_scores_gemma":[0.002233954,0.000268012,0.0003734932,0.001724572,0.0004744054,0.0004795465,0.0005857621,0.0008862634,0.0008287561],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01065765,"about_ca_system_score_gemma":0.006837017,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9524255,"about_ca_topic_score_gemma":0.9561934,"domain_scores_codex":[0.9995418,0.00004433806,0.00001659534,0.0001071393,0.0001152307,0.0001749816],"domain_scores_gemma":[0.9987121,0.0001045691,0.0001590484,0.0001157339,0.0005478607,0.0003607327],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002489564,0.00002106403,0.9683589,0.00002206584,0.00008363248,0.0003361978,0.0004697887,0.0001568861,0.000483036,0.0003891986,0.02191711,0.007513015],"study_design_scores_gemma":[0.00003794581,0.00004232403,0.9833972,0.00006042307,0.00005296289,0.0003815656,0.0009246507,0.0006390704,0.00009355376,0.0001650241,0.01418178,0.00002349844],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9467416,0.002364212,0.0005581643,0.004182287,0.0001856011,0.0001571182,0.03036916,0.00006049549,0.01538135],"genre_scores_gemma":[0.9818539,0.001083341,0.0003084348,0.001340673,0.00007370018,0.00007893841,0.009743337,0.00003996172,0.005477672],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04757446,"threshold_uncertainty_score":0.0957092,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02874452388528623,"score_gpt":0.2947458524824711,"score_spread":0.2660013285971848,"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."}}