{"id":"W4287541009","doi":"","title":"Proton Beam Therapy for Cancer in Children and Adults: A Health Technology Assessment.","year":2021,"lang":"en","type":"article","venue":"PubMed","topic":"Radiation Therapy and Dosimetry","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Proton therapy; Medicine; Systematic review; Grading (engineering); Radiation therapy; Medical physics; Clinical trial; Randomized controlled trial; MEDLINE; Surgery; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001979512,0.00006465393,0.0001788962,0.0001226677,0.00002925647,0.000008537567,0.00002752221,0.00006910542,0.00002199816],"category_scores_gemma":[0.00003702119,0.00005582568,0.00002222522,0.0002753855,0.00002355891,0.00003558715,0.00000743983,0.0001025291,2.156221e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008166741,"about_ca_system_score_gemma":0.0001589054,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005459712,"about_ca_topic_score_gemma":0.00002254768,"domain_scores_codex":[0.999365,0.00002017849,0.0001448267,0.0001918284,0.00006681136,0.0002112949],"domain_scores_gemma":[0.9997059,0.00002071766,0.00005262387,0.0001188711,0.00003629232,0.00006561334],"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":[0.0001308536,0.0001163466,0.4830461,0.00003646392,0.00004210101,7.729278e-7,0.00004855356,9.32586e-7,0.00004910642,0.00009183233,0.0001400862,0.5162968],"study_design_scores_gemma":[0.00469475,0.0001114183,0.9848797,0.00002294669,0.000004156622,0.00001479178,0.0000585844,0.00002352289,0.005034498,0.0001831444,0.004918127,0.0000543768],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9669536,0.01023695,0.0001119601,0.01791654,0.0000525411,0.004585188,0.00002888252,0.00004587137,0.00006843927],"genre_scores_gemma":[0.983696,0.003858757,0.0004074837,0.002703666,0.00008614507,0.009008882,0.00003191468,0.00001332698,0.000193794],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5162424,"threshold_uncertainty_score":0.2276505,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01308824238605669,"score_gpt":0.3121864073191755,"score_spread":0.2990981649331187,"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."}}