{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0269651,0.001221992,0.0006595486,0.002145831,0.004691556,0.0110414,0.004494723,0.005038587,0.01817796],"category_scores_gemma":[0.03409724,0.0006902447,0.00139009,0.002058289,0.005938518,0.007546694,0.009354091,0.006755124,0.002994393],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01276819,"about_ca_system_score_gemma":0.04788017,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01154342,"about_ca_topic_score_gemma":0.01812412,"domain_scores_codex":[0.9774528,0.01672409,0.0005055541,0.001297004,0.002055906,0.001964701],"domain_scores_gemma":[0.9788629,0.01161657,0.000985492,0.0008823806,0.003422837,0.004229907],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001866235,0.00117023,0.008580774,0.002746645,0.0001099145,0.0006727115,0.01479857,0.005928987,0.0008617829,0.5569784,0.0697063,0.338259],"study_design_scores_gemma":[0.0002478963,0.0008302045,0.004611592,0.00457678,0.0001527593,0.0006506426,0.02313593,0.009816848,0.001010748,0.5109796,0.4438882,0.00009887673],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.02440416,0.0311795,0.2092916,0.4739448,0.004216871,0.002685476,0.0006282077,0.0007272043,0.2529222],"genre_scores_gemma":[0.5157533,0.03872745,0.336559,0.07065043,0.001426037,0.004129059,0.0008403361,0.0004397656,0.03147463],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0269651,"threshold_uncertainty_score":0.1426068,"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."}}