{"id":"W3136813722","doi":"10.1097/01.cot.0000741752.81548.de","title":"Insights Into a Phased Approach to Breast Cancer Early Detection Programs","year":2021,"lang":"en","type":"article","venue":"Oncology Times","topic":"Global Cancer Incidence and Screening","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Breast cancer; Cancer; Medicine; Population; Stage (stratigraphy); Disease; Breast cancer awareness; Asymptomatic; Breast cancer screening; Oncology; Internal medicine; Mammography; Environmental health","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":[0.00007028435,0.0001169683,0.0002762838,0.00006653224,0.00009423148,0.0000211962,0.00006711495,0.0001505416,0.0001558027],"category_scores_gemma":[0.00003016283,0.0001002104,0.00007011107,0.0004271223,0.00005635336,0.00008586614,0.00003375319,0.0001830487,0.00008057931],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003512618,"about_ca_system_score_gemma":0.0004536861,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001055187,"about_ca_topic_score_gemma":0.0006664908,"domain_scores_codex":[0.9990361,0.00005648499,0.000165099,0.0003239967,0.0001911049,0.0002272579],"domain_scores_gemma":[0.9993224,0.00001759728,0.00004645306,0.0001845755,0.0002343225,0.0001946371],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001161259,0.0008863075,0.01844888,0.00008051038,0.0002398675,0.0003079671,0.003337719,0.00002901012,0.1061031,0.0003509806,0.004589677,0.8644648],"study_design_scores_gemma":[0.007921975,0.005321087,0.261807,0.0005499549,0.0007722302,0.002134435,0.00392141,0.0008933113,0.09396675,0.0009608856,0.6208515,0.0008994071],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9042924,0.001451298,0.002384,0.003087844,0.0003033355,0.0004669961,0.000002713484,0.0001303528,0.08788103],"genre_scores_gemma":[0.9907167,0.00002468936,0.004390061,0.001602955,0.0003355739,0.0002137577,0.00001379791,0.00001379749,0.002688701],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8635654,"threshold_uncertainty_score":0.4086463,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05066684015489858,"score_gpt":0.3513432137992003,"score_spread":0.3006763736443017,"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."}}