{"id":"W2526866456","doi":"10.1007/s13187-016-1108-0","title":"Improving Access to Standardized Fertility Preservation Information for Older Adolescents and Young Adults with Cancer: Using a User-Centered Approach with Young Adult Patients, Survivors, and Partners to Refine Fertility Knowledge Transfer","year":2016,"lang":"en","type":"article","venue":"Journal of Cancer Education","topic":"Reproductive Health and Technologies","field":"Medicine","cited_by":23,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; SickKids Foundation; Western University; Hospital for Sick Children; Princess Margaret Cancer Centre","funders":"","keywords":"Medicine; Health literacy; Fertility; Fertility preservation; Family medicine; Literacy; Distress; Young adult; Health care; Gerontology; Population; Clinical psychology; Environmental health; Psychology","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":[0.0003222913,0.000163682,0.0003163593,0.0002174211,0.0001038584,0.00006342593,0.00008120137,0.0000682851,0.000001972589],"category_scores_gemma":[0.0002845853,0.00009762187,0.00002634949,0.000271039,0.00004605021,0.001415175,0.00002381516,0.0001129368,5.145903e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005554415,"about_ca_system_score_gemma":0.0008819689,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001977302,"about_ca_topic_score_gemma":0.002197162,"domain_scores_codex":[0.9987062,0.00003999424,0.0004761341,0.0002595749,0.0002918959,0.0002261668],"domain_scores_gemma":[0.9968134,0.00001613517,0.0002677141,0.0001894373,0.0025039,0.000209386],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01664001,0.0002042964,0.8133153,0.001255798,0.00003939244,5.12248e-8,0.001941887,0.000006480437,0.0002356745,0.000003385706,0.00009467918,0.166263],"study_design_scores_gemma":[0.005590861,0.000661395,0.988052,0.002305742,0.0001263006,0.000005219803,0.0006230567,0.0001287826,0.002059724,0.000006834301,0.00031154,0.0001285894],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9671567,0.0003442955,0.02842039,0.001615641,0.0002867417,0.002089963,0.00005595864,0.00001899438,0.00001128256],"genre_scores_gemma":[0.9967963,0.0001277277,0.00254467,0.0001451813,0.00009190162,0.0002473353,0.00001497436,0.00001524073,0.000016719],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1747366,"threshold_uncertainty_score":0.3980904,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02784893370980798,"score_gpt":0.3689033828695791,"score_spread":0.3410544491597712,"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."}}