{"id":"W4390418811","doi":"10.2196/51145","title":"Evaluation of the Gonadotoxicity of Cancer Therapies to Improve Counseling of Patients About Fertility and Fertility Preservation Measures: Protocol for a Retrospective Systematic Data Analysis and a Prospective Cohort Study","year":2023,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"Reproductive Biology and Fertility","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Deutsche Krebshilfe","keywords":"Fertility preservation; Fertility; Medicine; Oncofertility; Cancer; Sperm bank; Cohort; Gynecology; Prospective cohort study; Oncology; Population; Internal medicine; Environmental health","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":[0.04969755,0.002791119,0.00460149,0.005229811,0.002636627,0.001677933,0.002353449,0.002341079,0.01165638],"category_scores_gemma":[0.03421807,0.001733348,0.004922667,0.005601488,0.001881422,0.001585518,0.002072218,0.001614461,0.002697879],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004530062,"about_ca_system_score_gemma":0.02645178,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003067347,"about_ca_topic_score_gemma":0.004446857,"domain_scores_codex":[0.9689842,0.01774633,0.007737728,0.001882029,0.002761252,0.0008884993],"domain_scores_gemma":[0.9674991,0.006502081,0.006875538,0.006975548,0.01062858,0.001519181],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.1426338,0.02052028,0.1900696,0.1882275,0.01167209,0.004196114,0.007099769,0.01870981,0.02264094,0.02728856,0.113576,0.2533658],"study_design_scores_gemma":[0.07504205,0.0533954,0.3701545,0.0488992,0.007304417,0.002501781,0.004451968,0.01125723,0.01004301,0.00941698,0.4064209,0.001112528],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.003539148,0.0005983236,0.004245273,0.0001051715,0.0000859667,0.9878153,0.002964122,0.00004019729,0.0006065858],"genre_scores_gemma":[0.003333553,0.0002890473,0.007121442,0.000114099,0.00001975184,0.9878125,0.001137025,0.000005882057,0.0001667241],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.04969755,"threshold_uncertainty_score":0.2628289,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3018176449893189,"score_gpt":0.5552801594785836,"score_spread":0.2534625144892647,"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."}}