{"id":"W4396591595","doi":"10.1158/1538-7445.sabcs23-ps07-02","title":"Abstract PS07-02: Benign breast disease and microcalcifications in percutaneous biopsies and breast cancer risk","year":2024,"lang":"en","type":"article","venue":"Cancer Research","topic":"Breast Lesions and Carcinomas","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Medicine; Breast cancer; Disease; Cancer; Internal medicine; Radiology; Oncology","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":[0.0005968727,0.0002275054,0.0001903507,0.0009554356,0.0004620604,0.0005900493,0.0003834199,0.0003145672,0.003675618],"category_scores_gemma":[0.003159132,0.0002222347,0.0003081335,0.0009730083,0.0002515751,0.0003718655,0.0004386272,0.0003563935,0.0006911209],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004153023,"about_ca_system_score_gemma":0.0005918682,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008294469,"about_ca_topic_score_gemma":0.009950647,"domain_scores_codex":[0.9995854,0.0001022225,0.00005498309,0.0001146248,0.0001043232,0.0000384988],"domain_scores_gemma":[0.9978537,0.0004276383,0.0009716759,0.000131677,0.0003922067,0.0002230545],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004664034,0.00001326255,0.9982504,0.000009409912,0.00001476857,0.00004104801,0.00001764528,0.00002812782,0.0001639378,0.000007423917,0.0002750362,0.001132229],"study_design_scores_gemma":[0.000004835727,0.00003469684,0.9988658,0.00000379533,0.00001832494,0.0003640032,0.00004303186,0.0002413255,0.0001386142,0.00001478882,0.0002693262,0.00000144389],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9964754,0.0002120082,0.0003080203,0.00009467335,0.00001314594,0.00001932348,0.001917055,0.00003015522,0.0009301821],"genre_scores_gemma":[0.9974061,0.00009424589,0.0005227471,0.00003311284,0.00002470891,0.00002287002,0.001426076,0.00001053144,0.0004597162],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008294469,"threshold_uncertainty_score":0.01649237,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04166762388050015,"score_gpt":0.3773290394910342,"score_spread":0.3356614156105341,"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."}}