{"id":"W4393072112","doi":"10.1158/1538-7445.am2024-6095","title":"Abstract 6095: Lung cancer risk assessment with the INTEGRAL protein panel: Preliminary results from development and validation in the Lung Cancer Cohort Consortium","year":2024,"lang":"en","type":"article","venue":"Cancer Research","topic":"Health, Environment, Cognitive Aging","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Lunenfeld-Tanenbaum Research Institute","funders":"","keywords":"Medicine; Lung cancer; Cancer; Cohort; Oncology; Internal medicine; Lung","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.004678887,0.0002360492,0.0001843397,0.00008738709,0.0005504495,0.0002518156,0.0004322758,0.00009127037,0.0009565573],"category_scores_gemma":[0.00009107267,0.0001368791,0.0000259637,0.0005473621,0.0005610017,0.0003563979,0.0002821552,0.00149351,0.00002457281],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002559996,"about_ca_system_score_gemma":0.0006494402,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06145269,"about_ca_topic_score_gemma":0.009748808,"domain_scores_codex":[0.995813,0.0007471543,0.0003881482,0.0009710602,0.001373695,0.0007069293],"domain_scores_gemma":[0.9985413,0.0007559313,0.0001093847,0.0004259187,0.00003210219,0.0001353697],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008553782,0.0001566553,0.829942,0.0002840571,0.0002730597,0.000190526,0.02351446,0.003869936,0.007543094,0.00004144817,0.01013263,0.1231968],"study_design_scores_gemma":[0.0005325484,0.00006741401,0.9784455,0.0007944687,0.00004622633,0.00000187795,0.00171241,0.005000266,0.005229418,0.00004137888,0.00789231,0.0002361749],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9851994,0.002410605,0.0001927488,0.007303801,0.00008604502,0.003088565,0.0002081841,0.00003061598,0.001480034],"genre_scores_gemma":[0.9917365,0.00188464,0.0001977272,0.0001920973,0.0001180546,0.00536207,0.00003683705,0.00003813284,0.0004339058],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1485035,"threshold_uncertainty_score":0.9999567,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05645123146288197,"score_gpt":0.3935363698912951,"score_spread":0.3370851384284131,"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."}}