{"id":"W2085232348","doi":"10.1118/1.4735705","title":"SU-E-T-616: Efficacy of Biological Dose Painting for Head and Neck Cancer","year":2012,"lang":"en","type":"article","venue":"Medical Physics","topic":"Cancer, Hypoxia, and Metabolism","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Head and neck cancer; Head and neck; Medicine; Nuclear medicine; Dosimetry; Cancer; Radiation therapy; Medical imaging; Medical physics; Radiology; Surgery; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":[0.0006682624,0.000428108,0.0003619042,0.000355369,0.0001072201,0.000481703,0.0005377131,0.00050253,0.001215783],"category_scores_gemma":[0.001886116,0.0002782245,0.000489306,0.0002556369,0.0003773081,0.0002599556,0.0004512913,0.0003675242,0.0002272478],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006244619,"about_ca_system_score_gemma":0.0003535865,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001912949,"about_ca_topic_score_gemma":0.001229245,"domain_scores_codex":[0.999687,0.00005893367,0.00001238459,0.00005475162,0.0001634703,0.00002348332],"domain_scores_gemma":[0.9996147,0.0002105197,0.00007855243,0.00004826643,0.00002578728,0.00002224816],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"nonrandomized_trial","study_design_scores_codex":[0.002344045,0.0002725091,0.005932325,0.0004020318,0.0002343672,0.0001678608,0.0001291223,0.6568362,0.2280577,0.0005941914,0.0004384036,0.1045911],"study_design_scores_gemma":[0.0002838273,0.004775696,0.02016806,0.00003498076,0.00027328,0.0009085766,0.00005640837,0.6341875,0.3357228,0.000940736,0.002567452,0.00008071624],"study_design_candidate":"nonrandomized_trial","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8889876,0.003388669,0.09990399,0.0001797555,0.00003276183,0.000132919,0.0002794288,0.001179053,0.005915854],"genre_scores_gemma":[0.987552,0.000203411,0.01140775,0.00002513366,0.000005853124,0.00001830212,0.0001128376,0.0001242432,0.0005503352],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001912949,"threshold_uncertainty_score":0.004530787,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02785646632789248,"score_gpt":0.3128345377361126,"score_spread":0.2849780714082201,"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."}}