{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004106246,0.0002357196,0.0005697591,0.0006403148,0.004423474,0.0032381,0.001063865,0.003504754,0.007811475],"category_scores_gemma":[0.02086879,0.0002564726,0.0005747952,0.0005307847,0.001586871,0.004071882,0.005459482,0.005946964,0.0006944779],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00277301,"about_ca_system_score_gemma":0.01797979,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01246626,"about_ca_topic_score_gemma":0.05760045,"domain_scores_codex":[0.9977607,0.000946461,0.0001209032,0.000089938,0.0003931843,0.0006888487],"domain_scores_gemma":[0.9884669,0.002766631,0.0008563685,0.00009173909,0.0009430823,0.006875306],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0003290941,0.0006328807,0.09717815,0.001794505,0.0001319519,0.006357314,0.01789857,0.0007800938,0.0006490795,0.01530341,0.3425991,0.516346],"study_design_scores_gemma":[0.0002463218,0.001545489,0.1637612,0.01540408,0.0003030185,0.01129953,0.1795365,0.002002365,0.0005020092,0.07668667,0.5484187,0.0002942167],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.06077876,0.03695909,0.0005209668,0.8817329,0.003937472,0.00005366218,0.0001890217,0.00004312544,0.01578498],"genre_scores_gemma":[0.7506869,0.08639587,0.004357123,0.1403173,0.01086189,0.0002772107,0.0003813433,0.000102343,0.006620139],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01246626,"threshold_uncertainty_score":0.02613205,"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."}}