{"id":"W4409063737","doi":"10.54985/peeref.2504a9166683","title":"Breast Cancer During Pregnancy: Diagnosis, Treatment Challenges, and Clinical Considerations","year":2025,"lang":"en","type":"article","venue":"","topic":"Cancer Risks and Factors","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"George Brown College","funders":"","keywords":"Breast cancer; Obstetrics; Pregnancy; Medicine; Gynecology; Cancer; Medical physics; Oncology; Internal medicine; Biology","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":[0.0000199059,0.00008911221,0.0002173538,0.00004102458,0.0000652775,0.00001086709,0.00001074986,0.00005720296,0.0004503252],"category_scores_gemma":[0.00001304343,0.00006304769,0.00005975929,0.00003138505,0.0000517521,0.00003108261,0.00001818966,0.00006191171,0.000003210773],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009825319,"about_ca_system_score_gemma":0.0001448049,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009187444,"about_ca_topic_score_gemma":0.004180846,"domain_scores_codex":[0.999426,0.00001521068,0.0001843237,0.0002129707,0.00004985812,0.0001116133],"domain_scores_gemma":[0.9996049,0.0001015367,0.00002196379,0.0001506168,0.00003324675,0.00008767769],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005842335,0.0003911012,0.6939401,0.00009120435,0.000331676,0.00004136965,0.0002336267,5.150997e-7,0.00001538888,0.003295842,0.001109711,0.3004911],"study_design_scores_gemma":[0.00210924,0.00009379986,0.9925852,0.0004553022,0.0001963959,0.0000469719,0.00009421954,0.00001280046,0.0002459927,0.0001473498,0.00394793,0.0000647893],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8518794,0.09019726,0.000007051586,0.04254298,0.0004249032,0.0007243507,0.00006304534,0.0001149545,0.01404601],"genre_scores_gemma":[0.8165084,0.1810356,0.00005130773,0.0001694513,0.00008495776,0.000129079,0.000002048733,0.000005328457,0.00201375],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3004263,"threshold_uncertainty_score":0.4930745,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0670662973170587,"score_gpt":0.3828026965513072,"score_spread":0.3157363992342485,"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."}}