{"id":"W2804546048","doi":"10.14338/ijpt-18-00003.1","title":"Proton Radiotherapy for Recurrent or Metastatic Head and Neck Cancers with Palliative Quad Shot","year":2018,"lang":"en","type":"article","venue":"International Journal of Particle Therapy","topic":"Head and Neck Cancer Studies","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre","funders":"National Cancer Institute; National Institutes of Health","keywords":"Head and neck; Medicine; Radiation therapy; Oncology; Proton therapy; Head and neck cancer; Radiology; Nuclear medicine; Surgery","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000306225,0.0001434662,0.0003275322,0.0001655445,0.0001814086,0.0002166411,0.0002439784,0.0001710286,0.0007736034],"category_scores_gemma":[0.0002961135,0.00009801039,0.0003078493,0.0002310262,0.0002047319,0.0002040328,0.0002510896,0.000212753,0.0001779501],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002916494,"about_ca_system_score_gemma":0.0003315652,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001160985,"about_ca_topic_score_gemma":0.004160149,"domain_scores_codex":[0.9999051,0.0000255801,0.000008383598,0.00001551929,0.00002411909,0.00002141809],"domain_scores_gemma":[0.9999319,0.00001164314,0.00002293504,0.00000977614,0.000005852628,0.00001790525],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.01166853,0.002473434,0.2856346,0.001644019,0.0007090106,0.005178158,0.0009010853,0.007997688,0.3299774,0.0004912285,0.002538221,0.3507867],"study_design_scores_gemma":[0.002413703,0.1006463,0.7671816,0.0001657403,0.0008238331,0.03580449,0.0005486012,0.005150585,0.07331151,0.0003973889,0.0135164,0.00003982496],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9973303,0.001460042,0.000411736,0.00002600686,0.000006333454,0.00004467641,0.00003924867,0.00001431469,0.000667511],"genre_scores_gemma":[0.9983186,0.0007331757,0.0005416097,0.00004552173,0.0000104447,0.00001909111,0.0001166741,0.000003634651,0.0002113633],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001160985,"threshold_uncertainty_score":0.002587974,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1183545950769489,"score_gpt":0.4424275082839018,"score_spread":0.3240729132069529,"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."}}