{"id":"W4408091797","doi":"10.2196/65118","title":"Treatment Outcomes From Erlotinib and Gefitinib in Advanced Epidermal Growth Factor Receptor–Mutated Nonsquamous Non–Small Cell Lung Cancer in Aotearoa New Zealand From 2010 to 2020: Nationwide Whole-of-Patient-Population Retrospective Cohort Study","year":2025,"lang":"en","type":"article","venue":"JMIR Cancer","topic":"Lung Cancer Treatments and Mutations","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Gefitinib; Erlotinib; Aotearoa; Epidermal growth factor receptor; Medicine; Oncology; Lung cancer; Internal medicine; Population; Cancer; Environmental health; Political science","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00004418233,0.0003464951,0.0008232817,0.0003073493,0.00005830162,0.00002616953,0.00007357633,0.0001254953,0.0003199845],"category_scores_gemma":[0.00005327299,0.0002940121,0.00008020872,0.000572531,0.00002333947,0.0001533784,0.00004389285,0.0001927383,0.000004638451],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001845668,"about_ca_system_score_gemma":0.000468926,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.23678,"about_ca_topic_score_gemma":0.06837569,"domain_scores_codex":[0.9979689,0.0000762108,0.0006469011,0.0007130621,0.0002808677,0.0003140592],"domain_scores_gemma":[0.9990029,0.0001635321,0.0002331394,0.0002764428,0.0001558333,0.000168162],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005974378,0.0007147829,0.9788693,0.00002454308,0.0004117839,0.00001894168,0.01021969,0.0006328633,0.0009650972,0.000001158393,0.0007729285,0.006771475],"study_design_scores_gemma":[0.01136532,0.0004284504,0.9850562,0.0003025754,0.0003788513,2.309262e-7,0.0006177073,0.0002437728,0.001135665,0.00006007952,0.0001796519,0.0002315205],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9894776,0.0006266548,0.00001173474,0.001997973,0.0005946814,0.005784736,0.001333856,0.00003890254,0.0001338147],"genre_scores_gemma":[0.9912018,0.0001845584,0.0005336198,0.0002031556,0.00008371846,0.002170138,0.000428214,0.00003738537,0.005157424],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1684043,"threshold_uncertainty_score":0.9999512,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009103397577824251,"score_gpt":0.32255082608514,"score_spread":0.3134474285073157,"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."}}