{"id":"W4393853520","doi":"10.3390/curroncol31040146","title":"Real-World Outcomes of Patients with Advanced Epidermal Growth Factor Receptor-Mutated Non-Small Cell Lung Cancer in Canada Using Data Extracted by Large Language Model-Based Artificial Intelligence","year":2024,"lang":"en","type":"article","venue":"Current Oncology","topic":"Lung Cancer Treatments and Mutations","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre; University Health Network; University of Toronto","funders":"Janssen Canada; Princess Margaret Cancer Foundation","keywords":"Osimertinib; Medicine; Lung cancer; Discontinuation; Oncology; Internal medicine; Epidermal growth factor receptor; Cohort; Targeted therapy; Cancer; Erlotinib","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":true,"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":[0.001434671,0.0003309406,0.0003540873,0.001386439,0.000673514,0.001374408,0.0006584238,0.0003505916,0.0006904908],"category_scores_gemma":[0.008316557,0.0001667151,0.0006860616,0.003460357,0.0005033267,0.0004244553,0.0006305382,0.0005498884,0.0001250789],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01859966,"about_ca_system_score_gemma":0.01527012,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9679734,"about_ca_topic_score_gemma":0.9747531,"domain_scores_codex":[0.9990324,0.0002300801,0.0001343009,0.0001943663,0.0002846735,0.0001242156],"domain_scores_gemma":[0.9955036,0.00130985,0.0008645356,0.0003070958,0.001767312,0.0002476729],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003784395,0.00007919507,0.9637557,0.0002242263,0.0004991199,0.0001420342,0.0004545154,0.01154023,0.0002698487,0.0003704398,0.003271954,0.01901432],"study_design_scores_gemma":[0.00006395418,0.00009576922,0.9633296,0.0001087236,0.0002832144,0.0001146845,0.001341022,0.02965488,0.0005050417,0.0003386868,0.004110856,0.000053613],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9666247,0.0009170886,0.0008929357,0.000773553,0.00001556034,0.0000830352,0.02933797,0.00004388415,0.001311354],"genre_scores_gemma":[0.9789671,0.0002995096,0.001048201,0.00009074149,0.000004479133,0.00002933147,0.01931833,0.000004354366,0.0002379041],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03202665,"threshold_uncertainty_score":0.1349506,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05602456726675455,"score_gpt":0.4146253927043479,"score_spread":0.3586008254375934,"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."}}