{"id":"W2034597521","doi":"10.1118/1.4875686","title":"Assessment of interpatient heterogeneity in tumor radiosensitivity for nonsmall cell lung cancer using tumor-volume variation data","year":2014,"lang":"en","type":"article","venue":"Medical Physics","topic":"Advanced Radiotherapy Techniques","field":"Physics and Astronomy","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"London Health Sciences Centre","funders":"","keywords":"Lung cancer; Radiation therapy; Cancer; Nuclear medicine; Radiosensitivity; Population; Medicine; Dosimetry; Lung volumes; Cell; Oncology; Lung; Internal medicine; Biology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004528251,0.0001502326,0.000333121,0.00002895424,0.00004200029,0.00001069754,0.0002855469,0.00003008097,0.00004239695],"category_scores_gemma":[0.000021305,0.0001454287,0.0000656196,0.0001057912,0.00006440163,0.0001728899,0.0001376638,0.000189382,1.34897e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000126565,"about_ca_system_score_gemma":0.0001724108,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004777263,"about_ca_topic_score_gemma":0.00001810275,"domain_scores_codex":[0.9987305,0.00009956863,0.0003216565,0.0003299238,0.0002929426,0.0002254106],"domain_scores_gemma":[0.9990176,0.0001372843,0.0002496915,0.0004509597,0.00006283163,0.00008163675],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00006612213,0.002123502,0.8716683,0.0004302619,0.0001707919,0.000003624192,0.0003984603,0.003682571,0.03844388,0.004190288,0.0004573221,0.07836492],"study_design_scores_gemma":[0.0008087283,0.00007019838,0.01164604,0.0001515085,0.00003708584,3.245981e-7,0.000005267149,0.9636373,0.02214938,0.001019289,0.000279011,0.0001958743],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3464746,0.00001267594,0.6529062,0.00002465236,0.0001011317,0.0002708433,0.0001190966,0.00001492271,0.00007590443],"genre_scores_gemma":[0.967783,0.000001926246,0.03152386,0.0001145177,0.0004103327,0.00004483997,0.00009268358,0.00002561748,0.000003256093],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9599547,"threshold_uncertainty_score":0.5930409,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02090963616600818,"score_gpt":0.3453918537535827,"score_spread":0.3244822175875745,"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."}}