{"id":"W4409931474","doi":"10.3390/curroncol32050258","title":"A Population Survival Kinetics Assessment of Extensive Small Cell Lung Cancer and Rationale for Maintenance Therapy","year":2025,"lang":"en","type":"article","venue":"Current Oncology","topic":"Lung Cancer Research Studies","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Medicine; Lung cancer; Population; Cancer therapy; Oncology; Cancer; Bioinformatics; Intensive care medicine; Internal medicine; Biology; Environmental health","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001684867,0.0000825988,0.0003027456,0.00007899808,0.00004181046,0.000003840954,0.00004072392,0.00004290886,0.00001263737],"category_scores_gemma":[0.0001134587,0.00006628682,0.00004222596,0.0000981304,0.00007783608,0.00001619681,0.00004472291,0.0001030761,8.410742e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003642945,"about_ca_system_score_gemma":0.0003506742,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005527959,"about_ca_topic_score_gemma":0.0001608403,"domain_scores_codex":[0.9993013,0.00004304859,0.0001951942,0.000186826,0.0001125619,0.0001610895],"domain_scores_gemma":[0.9989823,0.0002811377,0.00009131484,0.0001009654,0.0005089559,0.00003532836],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006205147,0.0006068702,0.859604,0.001504087,0.0002052124,0.00000214337,0.0004056577,0.00004521553,0.00548735,0.002615526,0.01115328,0.1177502],"study_design_scores_gemma":[0.006632276,0.0007235206,0.9312729,0.0002714621,0.0001376093,0.000001317261,0.0002445349,0.004844806,0.0008828778,0.0006796845,0.05421664,0.00009235316],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9585762,0.02475479,0.006190562,0.00507508,0.001381558,0.002383859,0.00006400854,0.00001761836,0.001556331],"genre_scores_gemma":[0.9887192,0.007843286,0.001782582,0.0001806216,0.0001628154,0.0005993218,0.00005472671,0.000009187303,0.0006482214],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1176578,"threshold_uncertainty_score":0.2703098,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1206616653799449,"score_gpt":0.5026773819871048,"score_spread":0.3820157166071599,"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."}}