{"id":"W4409607331","doi":"10.3390/curroncol32040239","title":"Real-World Treatment Patterns and Outcomes Among Patients with Early Non-Small Cell Lung Cancer","year":2025,"lang":"en","type":"article","venue":"Current Oncology","topic":"Lung Cancer Diagnosis and Treatment","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Washington","keywords":"Medicine; Perioperative; Lung cancer; Radiation therapy; Internal medicine; Oncology; Systemic therapy; Population; Neoadjuvant therapy; Cancer; Chemoradiotherapy; Surgery; Breast cancer","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.001078978,0.0001559354,0.0003286754,0.0009579354,0.000489081,0.0009578372,0.0004039474,0.000495175,0.001087321],"category_scores_gemma":[0.005500793,0.0002402398,0.0003692341,0.002317838,0.0004064983,0.001247759,0.0006887508,0.0007209858,0.0002677857],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008578508,"about_ca_system_score_gemma":0.0007432884,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008462471,"about_ca_topic_score_gemma":0.01171388,"domain_scores_codex":[0.9982803,0.0004683039,0.0004168958,0.0003556574,0.0002724799,0.0002063805],"domain_scores_gemma":[0.9946853,0.0007078212,0.003592948,0.0002212248,0.000363314,0.0004294074],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002480432,0.00002804079,0.999092,0.00001006706,0.0000180104,0.00002531036,0.00006224469,0.00002534256,0.00002280213,0.00001445006,0.0001410326,0.0005358665],"study_design_scores_gemma":[0.000006100438,0.00007600076,0.9981467,0.00002067846,0.00001403645,0.0002800695,0.0007191173,0.0001999529,0.00004306588,0.00004884399,0.0004372733,0.000008186365],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9963351,0.0003843414,0.0001379882,0.0002564344,0.000009903171,0.00002435043,0.002305428,0.000004658778,0.0005418049],"genre_scores_gemma":[0.9976928,0.0002112335,0.0001185765,0.000128578,0.00001296917,0.0000333994,0.001713495,0.000002618759,0.00008635627],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008462471,"threshold_uncertainty_score":0.01682639,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02916728219845923,"score_gpt":0.3700799145150239,"score_spread":0.3409126323165647,"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."}}