{"id":"W3110006966","doi":"10.2196/19570","title":"Pre-Conception Interventions for Subfertile Couples Undergoing Assisted Reproductive Technology Treatment: Modeling Analysis","year":2020,"lang":"en","type":"article","venue":"JMIR mhealth and uhealth","topic":"Ovarian function and disorders","field":"Medicine","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Pregnancy; Medicine; Assisted reproductive technology; Gestational diabetes; Fertility; Population; Psychological intervention; Obstetrics; Reproductive health; Infertility; Intracytoplasmic sperm injection; Gynecology; Gestation; Environmental health; Psychiatry","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":[0.003211758,0.00123369,0.001761844,0.001192327,0.0006469014,0.001261966,0.002057557,0.001796557,0.008388589],"category_scores_gemma":[0.009109233,0.000909402,0.003659987,0.001079159,0.0003381482,0.0007437773,0.0007089985,0.00119006,0.0002973812],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003816511,"about_ca_system_score_gemma":0.003584096,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.08676769,"about_ca_topic_score_gemma":0.05743694,"domain_scores_codex":[0.9984336,0.001144949,0.00004148893,0.000124537,0.00006539992,0.0001899903],"domain_scores_gemma":[0.9848992,0.01372437,0.0006230062,0.0001240085,0.0003978786,0.0002315538],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0005737999,0.000640729,0.0239423,0.0003586104,0.0009480349,0.000207664,0.0001364702,0.9623213,0.0001515194,0.002562692,0.0009748135,0.007181956],"study_design_scores_gemma":[0.0002632077,0.000431847,0.0050137,0.00005629052,0.0005148075,0.00003811474,0.0002169956,0.9914606,0.00008610754,0.001150342,0.0007474691,0.00002057598],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9648765,0.001469472,0.02068471,0.001491123,0.00005493318,0.0005893321,0.003245479,0.0001587911,0.007429773],"genre_scores_gemma":[0.9860968,0.0007582324,0.008420009,0.0001924701,0.00002177571,0.0007373091,0.001188383,0.00002095532,0.002564147],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08676769,"threshold_uncertainty_score":0.1725253,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1290217572193884,"score_gpt":0.4093618529451243,"score_spread":0.2803400957257359,"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."}}