{"id":"W4386183400","doi":"10.5376/cge.2023.11.0001","title":"Exploration of the Classification and Risk Factors of Female Breast Cancer","year":2023,"lang":"en","type":"article","venue":"Cancer Genetics and Epigenetics","topic":"PARP inhibition in cancer therapy","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Breast cancer; Medicine; Public health; Gynecology; Incidence (geometry); Cancer; Family medicine; Oncology; Internal medicine; Pathology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009352872,0.0001019544,0.0001842198,0.00006216636,0.00006910672,0.000006875012,0.00005437569,0.0000731384,0.00003170107],"category_scores_gemma":[0.00001167837,0.00007620938,0.00004036351,0.000297663,0.000215324,0.00002526265,0.00003614976,0.00007721818,4.841451e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003382661,"about_ca_system_score_gemma":0.0001132126,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002612898,"about_ca_topic_score_gemma":0.0001114821,"domain_scores_codex":[0.9992191,0.00003438773,0.0002595737,0.0001732857,0.0001915348,0.0001221202],"domain_scores_gemma":[0.9992754,0.00003554572,0.0002158519,0.0002367617,0.0001709571,0.00006546381],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004020786,0.00002139646,0.9407314,0.000130248,0.00006644771,1.249996e-7,0.001391286,0.001112555,0.0378762,0.000067819,0.0002115132,0.01835083],"study_design_scores_gemma":[0.0004863554,0.00006288337,0.9310209,0.0001070135,0.000119793,0.000001080005,0.0004885167,0.001976611,0.06411858,0.0003613243,0.0011825,0.00007443813],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9935547,0.004573013,0.0002026065,0.0007111393,0.0002465594,0.0002596253,0.0003861372,0.00001273251,0.00005355099],"genre_scores_gemma":[0.8712309,0.1283711,0.00009463877,0.00003584248,0.00008795619,0.00003907717,0.000009149433,0.00001666909,0.0001146933],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1237981,"threshold_uncertainty_score":0.3107729,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09102674641630593,"score_gpt":0.3434631315789065,"score_spread":0.2524363851626006,"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."}}