{"id":"W3124633332","doi":"10.1200/go.20.00562","title":"Global Access to Radiotherapy—Work in Progress","year":2021,"lang":"en","type":"article","venue":"JCO Global Oncology","topic":"Advances in Oncology and Radiotherapy","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":false,"ca_institutions":"Princess Margaret Cancer Centre","funders":"","keywords":"Radiation therapy; Work (physics); Computer science; Medicine; Engineering; Internal medicine","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":[0.0002174872,0.0002281116,0.0007354675,0.00005358711,0.00006370791,0.00002292708,0.000306157,0.0004534537,0.0005387506],"category_scores_gemma":[0.0001470867,0.0002042969,0.0001195102,0.001621859,0.0002605724,0.0001198309,0.0001255968,0.0002351047,0.00005776916],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002997153,"about_ca_system_score_gemma":0.001084361,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002241347,"about_ca_topic_score_gemma":0.0005564372,"domain_scores_codex":[0.9980275,0.0002050455,0.0004080496,0.0005581861,0.0002093982,0.0005918234],"domain_scores_gemma":[0.9989706,0.000105924,0.00009634934,0.0004042852,0.0001328363,0.000290032],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002511806,0.001006054,0.6819622,0.00002509823,0.0001312512,0.003583022,0.0001121274,0.0001724954,0.00003635929,0.002609822,0.03814516,0.2697046],"study_design_scores_gemma":[0.003344349,0.0009396774,0.36992,0.0000550894,0.00002849307,0.001053756,0.00005240592,0.00001988037,0.00003449092,0.0008617598,0.6235197,0.0001704109],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7306888,0.0273209,0.00846605,0.1281728,0.007862899,0.002131894,0.00008568235,0.0003557449,0.09491524],"genre_scores_gemma":[0.696528,0.002585226,0.1684711,0.1256229,0.003761918,0.0004510377,0.0000890177,0.00007153235,0.002419303],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5853745,"threshold_uncertainty_score":0.8330984,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02321312142129556,"score_gpt":0.4617196947358642,"score_spread":0.4385065733145686,"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."}}