{"id":"W4402916694","doi":"10.61853/gt253b61","title":"Investigating SSc Populations with Breast Cancer by Age and Antibody Presence","year":2024,"lang":"en","type":"article","venue":"Clinical dermatology and surgery.","topic":"Breast Lesions and Carcinomas","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Breast cancer; Antibody; Medicine; Cancer; Oncology; Internal medicine; Immunology","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":[0.0001945969,0.0001075229,0.0003751497,0.00005459166,0.0001082837,0.00002959287,0.00002376175,0.0001516066,0.00005308807],"category_scores_gemma":[0.00009915857,0.00007423282,0.0000524373,0.0001443491,0.0005398014,0.00008184059,0.00003263975,0.0002893549,0.000004845963],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00000413602,"about_ca_system_score_gemma":0.000113696,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008242066,"about_ca_topic_score_gemma":0.00002319729,"domain_scores_codex":[0.9990172,0.00009466146,0.0003331688,0.0002959834,0.00007517253,0.0001837988],"domain_scores_gemma":[0.998845,0.0007339218,0.00003866338,0.0001279916,0.00003031058,0.0002241022],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002420514,0.00003590195,0.9732407,0.0001416659,0.00004539711,0.0005794468,0.00004008114,1.27512e-7,0.000142971,0.0009104374,0.01409774,0.01074135],"study_design_scores_gemma":[0.0002168506,0.00001665588,0.9875659,0.0003917649,0.000100903,0.004935488,0.00003480945,0.0009568991,0.0000102595,0.0003067537,0.005364555,0.00009909902],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9776063,0.005102722,0.0001133771,0.01662997,0.0001882008,0.00009636414,0.00002708939,0.00006320971,0.0001727728],"genre_scores_gemma":[0.9974072,0.0006711567,0.0001657825,0.001381772,0.00007295227,0.00001229577,0.0000468504,0.00001276995,0.0002292339],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01980089,"threshold_uncertainty_score":0.3027126,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06168027852621697,"score_gpt":0.3803292378814264,"score_spread":0.3186489593552094,"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."}}