{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001439249,0.0001395234,0.0004294989,0.0003156988,0.0002492482,0.00001573681,0.00003189004,0.0001150497,0.00005595405],"category_scores_gemma":[0.0001531022,0.0001235543,0.0001928949,0.0008044813,0.00004928281,0.0000674652,0.00001350544,0.0001199447,0.000004978366],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001454703,"about_ca_system_score_gemma":0.0002931033,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001059735,"about_ca_topic_score_gemma":0.0002286178,"domain_scores_codex":[0.9986703,0.00003724649,0.0004124353,0.0005022798,0.00009223624,0.0002855221],"domain_scores_gemma":[0.9991699,0.00004643593,0.0001521273,0.0002100008,0.0001114726,0.0003100699],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.02475886,0.006051284,0.2992946,0.02924607,0.006446301,0.00002400602,0.02654748,0.01344132,0.001240147,0.02210464,0.006653905,0.5641914],"study_design_scores_gemma":[0.01930875,0.0140327,0.1415594,0.0004884665,0.008558574,0.00004062268,0.01629064,0.7912148,0.0001025283,0.00256894,0.005153763,0.0006808634],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8428126,0.003091011,0.1054839,0.04625551,0.0001126614,0.00164777,0.0000438898,0.0003105856,0.0002420159],"genre_scores_gemma":[0.9954003,0.0007986247,0.001893594,0.001117604,0.0001642361,0.0002016015,0.0001982415,0.00001695741,0.0002088022],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7777734,"threshold_uncertainty_score":0.5038397,"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."}}