{"id":"W4417535527","doi":"10.1016/j.breast.2025.104676","title":"Beyond survival: Confronting the unmet needs in oncofertility care for young women with breast cancer","year":2025,"lang":"en","type":"article","venue":"The Breast","topic":"Reproductive Biology and Fertility","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Canadian Centre for Applied Research in Cancer Control; BC Cancer Agency","funders":"","keywords":"Oncofertility; Breast cancer; MEDLINE; Cancer; Young adult","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":[0.0009400997,0.0001561932,0.0003227353,0.00005016521,0.0002197384,0.00001384014,0.0001986572,0.00008030492,0.00005378033],"category_scores_gemma":[0.00006193517,0.00007375069,0.00004978802,0.0003505309,0.0003771686,0.00004723411,0.0000650297,0.0002679589,0.000001939826],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002557648,"about_ca_system_score_gemma":0.0002459036,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001473232,"about_ca_topic_score_gemma":0.00154581,"domain_scores_codex":[0.9988706,0.0001607396,0.0002061034,0.0003050854,0.0001132694,0.0003442348],"domain_scores_gemma":[0.9989035,0.0001422119,0.00006148943,0.0006100906,0.0002398234,0.00004288174],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.02103007,0.0001243301,0.9388079,0.0001797737,0.0002344591,0.000002110685,0.009462758,0.000009343797,0.00108844,0.0004616247,0.0002682354,0.02833093],"study_design_scores_gemma":[0.001149962,0.00005882714,0.9835961,0.00008020388,0.00008257665,0.00005468508,0.01321396,0.00002751278,0.0002792448,0.0003949539,0.0009807487,0.00008126329],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9813619,0.0009341575,0.00009090593,0.01097751,0.0003040987,0.0009863521,0.0001649846,0.00003633733,0.005143721],"genre_scores_gemma":[0.997898,0.0000126604,0.00001641536,0.0004615816,0.0001856327,0.0002960064,0.00001532638,0.00001157424,0.001102744],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04478813,"threshold_uncertainty_score":0.3007466,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01112561768267387,"score_gpt":0.2811530932693606,"score_spread":0.2700274755866867,"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."}}