{"id":"W4206190032","doi":"10.1245/s10434-021-11254-w","title":"Surgeon and Patient Reports of Fertility Preservation Referral and Uptake in a Prospective, Pan-Canadian Study of Young Women with Breast Cancer","year":2022,"lang":"en","type":"article","venue":"Annals of Surgical Oncology","topic":"Reproductive Biology and Fertility","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":false,"ca_institutions":"St. Michael's Hospital; Public Health Ontario; University of Guelph; University of Calgary; Women's College Hospital; Alberta Health Services; CReATe Fertility Centre; University of Toronto; Sunnybrook Health Science Centre","funders":"","keywords":"Medicine; Referral; Fertility preservation; Oncofertility; Fertility; Surgical oncology; Breast cancer; Family medicine; Prospective cohort study; Reproductive medicine; Gynecology; Cancer; General surgery; Population; Surgery; Internal medicine; Pregnancy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.001169843,0.0003673079,0.0003553761,0.002183878,0.002869832,0.001584627,0.001915292,0.0009784017,0.00363834],"category_scores_gemma":[0.007767578,0.000659236,0.0007160345,0.005270226,0.001217599,0.0006557426,0.001124178,0.001071909,0.0003156129],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01132516,"about_ca_system_score_gemma":0.0163864,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9608567,"about_ca_topic_score_gemma":0.977772,"domain_scores_codex":[0.9982699,0.0002616456,0.000168329,0.0002042172,0.0005383667,0.0005575308],"domain_scores_gemma":[0.9944645,0.0007352207,0.001756068,0.0001967798,0.001661141,0.001186378],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000026794,0.0000212832,0.9984142,0.00001124338,0.00002294436,0.0000597401,0.0007056583,0.00001740216,0.00005284131,0.00002568883,0.0002280326,0.0004141645],"study_design_scores_gemma":[0.000004966329,0.00001897329,0.9958581,0.00002082606,0.00001960418,0.0001577944,0.003491732,0.00007259012,0.00002522418,0.00001140929,0.0003070534,0.00001179434],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9955286,0.0003993235,0.0000387206,0.0003982338,0.00001217069,0.00002827893,0.002005403,0.000004893736,0.001584352],"genre_scores_gemma":[0.9982926,0.0003163633,0.00009387664,0.0001766138,0.000007838762,0.00001540101,0.0006969041,0.000005363526,0.0003949552],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03914326,"threshold_uncertainty_score":0.08217019,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05183248822377519,"score_gpt":0.3328538439251239,"score_spread":0.2810213557013487,"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."}}