{"id":"W3044717243","doi":"10.1200/go.20.00124","title":"Smartphone-Enhanced Training, QA, Monitoring, and Evaluation of a Platform for Secondary Prevention of Cervical Cancer: Opportunities and Challenges to Implementation in Tanzania","year":2020,"lang":"en","type":"article","venue":"JCO Global Oncology","topic":"Cervical Cancer and HPV Research","field":"Medicine","cited_by":27,"is_retracted":false,"has_abstract":true,"ca_institutions":"Kingston Health Sciences Centre; Kingston General Hospital; Ottawa Hospital; Queen's University","funders":"","keywords":"Tanzania; Medicine; Cervical cancer; Visual inspection; Cervical cancer screening; Cervical screening; Cervix; Family medicine; Medical physics; Cancer; Artificial intelligence; Internal medicine; Computer science","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":[0.000508911,0.00007594717,0.0003484656,0.00005341512,0.00001759132,0.000003329945,0.000037022,0.00008863267,0.0003552005],"category_scores_gemma":[0.00008022648,0.00007393923,0.00003070529,0.0001027896,0.00005252617,0.00006398628,0.00004473214,0.00007110261,2.19276e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000251574,"about_ca_system_score_gemma":0.0007091147,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003172262,"about_ca_topic_score_gemma":0.002651459,"domain_scores_codex":[0.9990214,0.00005520754,0.0003173367,0.0001896645,0.0002577528,0.0001586817],"domain_scores_gemma":[0.9993759,0.00006355065,0.00009504987,0.00005345163,0.0002670029,0.00014508],"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":[0.001481217,0.00006361859,0.00469682,0.0006180374,0.00004518618,0.000001365849,0.004252711,0.000004418754,0.001395624,0.0005193746,0.0000942283,0.9868274],"study_design_scores_gemma":[0.01058433,0.007039159,0.9514562,0.00007458455,0.0001784999,0.000006396774,0.01943224,0.000513677,0.004741458,0.001536099,0.004333189,0.0001041031],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9849512,0.003565802,0.00004863723,0.00662636,0.00007900775,0.001006976,0.00008407744,0.000007108805,0.003630843],"genre_scores_gemma":[0.9967122,0.002394242,0.0003688136,0.0001416576,0.0001215299,0.0002278923,0.0000213784,0.000005469133,0.000006825664],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9867233,"threshold_uncertainty_score":0.3889196,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3064063529071275,"score_gpt":0.4858203932292999,"score_spread":0.1794140403221725,"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."}}