{"id":"W3168736022","doi":"10.2196/25083","title":"Patients’ and Providers’ Needs and Preferences When Considering Fertility Preservation Before Cancer Treatment: Decision-Making Needs Assessment","year":2021,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Reproductive Biology and Fertility","field":"Medicine","cited_by":41,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Texas MD Anderson Cancer Center; Duncan Family Institute for Cancer Prevention and Risk Assessment","keywords":"Fertility preservation; Focus group; Fertility; Oncofertility; Needs assessment; Stakeholder; Psychological intervention; Survivorship curve; Decision aids; Medicine; Family medicine; Medical education; Psychology; Nursing; Public relations; Alternative medicine; Business; Population; Marketing; Environmental health; Political science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01572886,0.0002788353,0.0003712955,0.00123441,0.002607956,0.002117963,0.0005889598,0.001145084,0.003333353],"category_scores_gemma":[0.03898247,0.0003622378,0.0006778829,0.0008317299,0.001085829,0.002469057,0.00258534,0.002001671,0.0002765505],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002286515,"about_ca_system_score_gemma":0.005383306,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002677451,"about_ca_topic_score_gemma":0.005548883,"domain_scores_codex":[0.9892882,0.007406087,0.0008827726,0.0002759965,0.001052476,0.001094528],"domain_scores_gemma":[0.977585,0.01529469,0.002449583,0.0003080553,0.00223655,0.002126052],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0006263606,0.0008662865,0.1908183,0.001520099,0.0001274172,0.002540218,0.6247348,0.0009038502,0.002321437,0.002301984,0.01026857,0.1629707],"study_design_scores_gemma":[0.0001438128,0.001011105,0.100768,0.001465612,0.00009153684,0.004312495,0.8469684,0.003194522,0.001642086,0.00547757,0.03470851,0.0002162708],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9819058,0.0006692737,0.001985981,0.008948106,0.00005942725,0.0006521366,0.0002489419,0.00001964926,0.005510677],"genre_scores_gemma":[0.990196,0.000723472,0.006950804,0.0009377924,0.00002543717,0.0005608707,0.000114144,0.000006775871,0.0004846977],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01572886,"threshold_uncertainty_score":0.08318317,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09074234372236767,"score_gpt":0.422193170915642,"score_spread":0.3314508271932743,"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."}}