{"id":"W4385836853","doi":"10.1186/s13058-023-01692-7","title":"Host, reproductive, and lifestyle factors in relation to quantitative histologic metrics of the normal breast","year":2023,"lang":"en","type":"article","venue":"Breast Cancer Research","topic":"Digital Radiography and Breast Imaging","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"National Cancer Institute","keywords":"Epidemiology; Adipose tissue; Stromal cell; Breast cancer; Medicine; Confidence interval; Biopsy; Epithelium; Pathology; Physiology; Internal medicine; Gynecology; Cancer","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":[0.001017755,0.000103802,0.0002163347,0.00113318,0.0001009114,0.00002347345,0.0001426235,0.00005041524,0.00002333868],"category_scores_gemma":[0.0005180126,0.00007121777,0.00006442145,0.005974788,0.00029983,0.0002048526,0.0001744778,0.0003612721,0.00000982297],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001595139,"about_ca_system_score_gemma":0.0001868118,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00298511,"about_ca_topic_score_gemma":0.0001196143,"domain_scores_codex":[0.9982621,0.0001478818,0.000215451,0.0003656094,0.000633923,0.0003750172],"domain_scores_gemma":[0.9989048,0.0002622429,0.00005264786,0.0003014021,0.0003530427,0.0001258758],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004543026,0.00009103153,0.9821421,0.00008536421,0.00003226754,0.00001483134,0.001011078,0.00002578111,0.00344603,0.0006184892,0.0005886634,0.01149007],"study_design_scores_gemma":[0.0003830826,0.0001043177,0.9967855,0.0001991723,0.0000113435,0.0001356964,0.001030283,0.00006610911,0.0008801721,0.0001305092,0.0002013802,0.00007241087],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9896995,0.0002848213,0.000005748379,0.007458146,0.00009189044,0.0004659019,0.0001433221,0.00003019081,0.001820477],"genre_scores_gemma":[0.9992681,0.00006568011,0.00005579097,0.00003312471,0.0000512191,0.00004180554,0.000007498628,0.00001521022,0.0004615643],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01464343,"threshold_uncertainty_score":0.4512613,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07591088516950562,"score_gpt":0.3842429692462984,"score_spread":0.3083320840767928,"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."}}