{"id":"W4403419790","doi":"10.1016/j.jtho.2024.09.671","title":"P4.04D.03 Lung Cancer in Those Who Never Smoked Study (luCNeSS) - Preliminary Analysis","year":2024,"lang":"en","type":"article","venue":"Journal of Thoracic Oncology","topic":"Lung Cancer Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Brock University","funders":"","keywords":"Medicine; Lung cancer; Oncology","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":[0.002197165,0.0004369167,0.0005735939,0.0007400062,0.0005467534,0.0008176581,0.001042441,0.0006785775,0.01773982],"category_scores_gemma":[0.005532194,0.0002835709,0.002132595,0.0009275206,0.00033352,0.0009961886,0.0007543089,0.001293821,0.0008371554],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000397397,"about_ca_system_score_gemma":0.001133056,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01884384,"about_ca_topic_score_gemma":0.0203397,"domain_scores_codex":[0.9986551,0.0005238334,0.00007009762,0.0002304541,0.0002017158,0.0003187651],"domain_scores_gemma":[0.9969471,0.001355669,0.0004729959,0.0003092838,0.0003586999,0.0005563127],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.006036662,0.0002611895,0.9821894,0.0001150082,0.001070478,0.0001954259,0.0001947686,0.0002151658,0.0006810849,0.0003661445,0.003949298,0.004725462],"study_design_scores_gemma":[0.0003151639,0.001258338,0.9938139,0.00003493135,0.0005821731,0.0001467769,0.0005060164,0.0005792761,0.0001373709,0.0001884535,0.002425385,0.00001232511],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9744591,0.0009071948,0.0009645552,0.0007681382,0.0001360619,0.0001542954,0.01489546,0.00003894018,0.00767615],"genre_scores_gemma":[0.9877793,0.0001333862,0.000419865,0.000303477,0.00009995257,0.0002234195,0.004511431,0.0000250819,0.006504187],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01884384,"threshold_uncertainty_score":0.05934566,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02535937738826967,"score_gpt":0.4667775935709027,"score_spread":0.441418216182633,"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."}}