{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007007304,0.0001607701,0.0003121347,0.0002317795,0.0003698823,0.00008069287,0.00005924997,0.0001262834,0.0001246711],"category_scores_gemma":[0.0005536109,0.0001122796,0.00003992433,0.0003838736,0.0004041319,0.0006623246,0.0002336165,0.0003524546,0.000002282279],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002939602,"about_ca_system_score_gemma":0.0003759135,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001071517,"about_ca_topic_score_gemma":0.0001916395,"domain_scores_codex":[0.9982179,0.0003478201,0.0003050397,0.000360894,0.0004179291,0.0003504408],"domain_scores_gemma":[0.998156,0.0004663153,0.00007288178,0.0003099931,0.0008647745,0.0001300352],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001091986,0.0003058526,0.8069286,0.0002041367,0.0001149627,0.000003608983,0.0214904,4.617641e-7,0.0002658877,0.0001096735,0.0001576643,0.1693267],"study_design_scores_gemma":[0.001122735,0.0009989503,0.9806096,0.0002417369,0.00002176761,0.000005837438,0.005116082,0.0003846929,0.0009899153,0.009298956,0.00112242,0.00008732919],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9949961,0.0008722008,0.0001300802,0.001360814,0.00006647913,0.001098852,0.00002786722,0.00002574094,0.001421857],"genre_scores_gemma":[0.9986104,0.0001704422,0.0005448228,0.00005587392,0.00004046857,0.0003563116,0.00003882895,0.000008942418,0.0001739391],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.173681,"threshold_uncertainty_score":0.4578628,"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."}}