{"id":"W4291019708","doi":"10.1001/jamanetworkopen.2022.26319","title":"Geographic Accessibility and Availability of Radiotherapy in Ghana","year":2022,"lang":"en","type":"article","venue":"JAMA Network Open","topic":"Advances in Oncology and Radiotherapy","field":"Medicine","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre; University of Toronto","funders":"","keywords":"Radiation therapy; External beam radiotherapy; Population; Medicine; Receipt; Medical physics; Brachytherapy; Computer science; Surgery; Environmental health","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002110647,0.0001059839,0.0004634114,0.00006360895,0.0001462087,0.00001419248,0.000339832,0.00008127687,0.001518184],"category_scores_gemma":[0.00005654259,0.00009239619,0.00005107253,0.0004933429,0.0002644244,0.0001639356,0.0002710569,0.0004117208,4.111758e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001271439,"about_ca_system_score_gemma":0.0001131206,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001411518,"about_ca_topic_score_gemma":0.00008097144,"domain_scores_codex":[0.9985411,0.000388441,0.0003564326,0.0003443918,0.0001469139,0.0002227515],"domain_scores_gemma":[0.999033,0.0003092088,0.0001466375,0.0004198692,0.00002711956,0.00006414832],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002296537,0.000302526,0.9550986,0.0000339701,0.00006029629,0.00002123791,0.0003499239,0.0003057773,0.00004812851,0.0003341115,0.001214963,0.03993398],"study_design_scores_gemma":[0.004043858,0.0006944674,0.9691389,0.00003742919,0.00001629916,0.00004291167,0.0002163897,0.001036321,0.00001955506,0.002544935,0.02209784,0.0001111084],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9843882,0.008958193,0.0001714,0.002139219,0.0002630181,0.0009976628,0.000007089831,0.00001535177,0.003059905],"genre_scores_gemma":[0.9876815,0.0009035045,0.008448667,0.002258704,0.0002180774,0.0001144256,0.000009435751,0.0000144042,0.0003512607],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03982287,"threshold_uncertainty_score":0.9993945,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01905983655417074,"score_gpt":0.3628158365511985,"score_spread":0.3437559999970277,"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."}}