{"id":"W4416974134","doi":"10.1016/j.fertnstert.2025.07.886","title":"FERTILITY COUNSELING AND PRESERVATION AMONG YOUNG WOMEN WITH CANCER: MISSED OPPORTUNITIES IN ONCO-FERTILITY CARE","year":2025,"lang":"en","type":"article","venue":"Fertility and Sterility","topic":"Reproductive Biology and Fertility","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University; McGill University","funders":"","keywords":"Fertility; Fertility preservation; MEDLINE; Fertility clinic","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":[0.001447159,0.0001453579,0.0003170538,0.0004008502,0.002282067,0.001357351,0.000579317,0.001437903,0.005126836],"category_scores_gemma":[0.005232,0.0002168254,0.0002353199,0.0005350602,0.0004127485,0.001685716,0.001401964,0.001795151,0.0002416209],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001340296,"about_ca_system_score_gemma":0.006638109,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01485465,"about_ca_topic_score_gemma":0.04098381,"domain_scores_codex":[0.9991468,0.0002918201,0.0000478563,0.00005305214,0.0001713481,0.0002889743],"domain_scores_gemma":[0.9972695,0.000786089,0.0003263166,0.00002972157,0.0002173499,0.001371035],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003369244,0.001267,0.4731113,0.0006773047,0.00005000387,0.009609038,0.007940444,0.000263951,0.0006583792,0.002792448,0.04151451,0.4617786],"study_design_scores_gemma":[0.0001929505,0.001461185,0.7352294,0.00822174,0.0002389602,0.03370112,0.123888,0.002123997,0.0008195386,0.01207109,0.08191372,0.0001383701],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7141944,0.05692707,0.00104023,0.2042,0.002033523,0.0001147765,0.0004441599,0.00007037899,0.02097531],"genre_scores_gemma":[0.9683211,0.02007166,0.001389624,0.007343425,0.0006391302,0.00005768922,0.0001375415,0.00001210637,0.002027732],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01485465,"threshold_uncertainty_score":0.02953637,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04260507642171205,"score_gpt":0.289306076248279,"score_spread":0.2467009998265669,"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."}}