{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003395243,0.000115424,0.000141749,0.0005476424,0.0002182593,0.0003972585,0.0002926337,0.0001664879,0.005772132],"category_scores_gemma":[0.004013914,0.0001493537,0.0001778043,0.001551355,0.000417597,0.0005402124,0.0006849314,0.0002937997,0.0003266988],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001118846,"about_ca_system_score_gemma":0.0006921501,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0425,"about_ca_topic_score_gemma":0.03753562,"domain_scores_codex":[0.9996137,0.0001786329,0.00003588879,0.0000497418,0.00006183428,0.00006023088],"domain_scores_gemma":[0.9980538,0.000440661,0.001198693,0.00004268979,0.0001041291,0.0001601303],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006260193,0.00002511519,0.9834036,0.0001646121,0.00003405994,0.0003319868,0.001113864,0.0009014196,0.0001425926,0.0004113652,0.001356137,0.01205271],"study_design_scores_gemma":[0.00001164974,0.00004927986,0.9939079,0.0001305611,0.00001321148,0.0006526224,0.001805077,0.0004847859,0.00004577819,0.0002766387,0.002615267,0.000007129508],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9914923,0.001947475,0.000409215,0.00144795,0.00001514761,0.00002096057,0.001933371,0.00001344279,0.002720174],"genre_scores_gemma":[0.9989178,0.000470731,0.000115502,0.0000387395,0.000007864839,0.00001191304,0.0002806829,0.000003360254,0.0001533399],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0425,"threshold_uncertainty_score":0.0845052,"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."}}