{"id":"W4413832062","doi":"10.5489/cuaj.9215","title":"A multidisciplinary evaluation of fertility preservation for oncology patients in Canada","year":2025,"lang":"en","type":"article","venue":"Canadian Urological Association Journal","topic":"Reproductive Biology and Fertility","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa; Simon Fraser University; BC Cancer Agency; BC Children's Hospital; Queen's University; University of British Columbia","funders":"","keywords":"Fertility preservation; Family medicine; Fertility; Medicine; Multidisciplinary approach; Infertility; Oncofertility; Health care; Nursing; Population; Pregnancy; Environmental health","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.001257788,0.0001740081,0.0002282156,0.001079391,0.00491993,0.001150517,0.0008220671,0.0004257547,0.003534262],"category_scores_gemma":[0.005442258,0.0002336051,0.0002937851,0.002133397,0.0008062615,0.0004182927,0.001907623,0.0007806471,0.0001955063],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0303885,"about_ca_system_score_gemma":0.06709136,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8950963,"about_ca_topic_score_gemma":0.9629359,"domain_scores_codex":[0.9982992,0.0003426141,0.0001495664,0.0001254673,0.000479557,0.0006036133],"domain_scores_gemma":[0.9922289,0.0005547312,0.0009848316,0.00005835733,0.00269342,0.003479697],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008857178,0.0001728795,0.9526685,0.0003624139,0.00002937834,0.0006831047,0.0104164,0.0001258331,0.0003171294,0.0001530814,0.008630012,0.02635273],"study_design_scores_gemma":[0.00002835129,0.0001967787,0.9361384,0.0003494289,0.00002127029,0.000555267,0.05090589,0.0003325739,0.0001231621,0.00008077376,0.01124225,0.00002592857],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9800932,0.001601019,0.0001326302,0.005777034,0.00008539414,0.0006821522,0.001552476,0.00001700092,0.01005899],"genre_scores_gemma":[0.9935178,0.001638673,0.0009188886,0.0017024,0.00003158493,0.0002140042,0.0005221954,0.000007214059,0.001447198],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1049037,"threshold_uncertainty_score":0.2204851,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03702457620615834,"score_gpt":0.3171957073626253,"score_spread":0.2801711311564669,"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."}}