{"id":"W3014587944","doi":"10.1101/2020.04.02.20048371","title":"What do women know about breast density? A public screening program perspective","year":2020,"lang":"en","type":"preprint","venue":"medRxiv","topic":"Global Cancer Incidence and Screening","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Breast cancer; Mammography; Gynecology; Breast density; Perspective (graphical); Quarter (Canadian coin); Breast cancer screening; Family medicine; Lifetime risk; Obstetrics; Demography; Cancer; Internal medicine; Geography","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":[0.001837956,0.0001336447,0.0003234741,0.00110568,0.0007534056,0.002066375,0.0002825454,0.001198479,0.004363706],"category_scores_gemma":[0.008142374,0.0001945774,0.0001842049,0.0009030741,0.001649123,0.002394539,0.000982936,0.001893135,0.0003441438],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00219012,"about_ca_system_score_gemma":0.00241343,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02505283,"about_ca_topic_score_gemma":0.02597788,"domain_scores_codex":[0.9985039,0.0008393715,0.00004053324,0.00009106631,0.0002308719,0.0002941793],"domain_scores_gemma":[0.9952544,0.00237171,0.0006943732,0.00008617956,0.0005772116,0.001016115],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002977243,0.0009537645,0.4799321,0.002361953,0.0002077769,0.00138849,0.04461964,0.000354929,0.0009040767,0.01727571,0.06965459,0.3820493],"study_design_scores_gemma":[0.00005709926,0.001254855,0.7017612,0.006130412,0.0002527534,0.001695836,0.1042978,0.000418415,0.000430474,0.01156459,0.1720668,0.00006958876],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.246137,0.04706462,0.000330663,0.6585691,0.0006683784,0.00003393399,0.0005310676,0.00001968949,0.04664551],"genre_scores_gemma":[0.9187385,0.03780337,0.0001665198,0.03933292,0.001360532,0.00002918137,0.0001271763,0.000006637164,0.002435266],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02505283,"threshold_uncertainty_score":0.04981405,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07379330416309433,"score_gpt":0.3511249167984867,"score_spread":0.2773316126353924,"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."}}