{"id":"W3093087082","doi":"10.1016/j.fertnstert.2020.09.019","title":"TRENDS IN FERTILITY PRACTICE DURING THE COVID-19 PANDEMIC: A GLOBAL SURVEY OF 299 CLINICS REPRESENTING 228,500 IVF CYCLES","year":2020,"lang":"en","type":"article","venue":"Fertility and Sterility","topic":"Reproductive Health and Technologies","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University Health Centre; University of British Columbia","funders":"","keywords":"Pandemic; Medicine; Reproductive medicine; Family medicine; Mandate; Coronavirus disease 2019 (COVID-19); Infertility; Fertility; Government (linguistics); Reproductive health; Demography; Gynecology; Environmental health; Pregnancy; Population; Political science; Infectious disease (medical specialty); Disease; Biology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.004558949,0.0002082858,0.0006500086,0.00004721388,0.0001831625,0.00002415246,0.0002099404,0.0002185056,0.00003669204],"category_scores_gemma":[0.03309492,0.00015217,0.0001043207,0.0008068638,0.0005886938,0.0002027308,0.0003658895,0.0005727509,0.000001923106],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00017733,"about_ca_system_score_gemma":0.0002349741,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006296406,"about_ca_topic_score_gemma":0.002186645,"domain_scores_codex":[0.9963527,0.001067203,0.0009632354,0.0008959791,0.0003276651,0.0003932661],"domain_scores_gemma":[0.9972906,0.0008763695,0.0003043211,0.0009922052,0.0002275306,0.0003089826],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.04016117,0.000225918,0.9452417,0.0007184715,0.00003265327,0.0000128299,0.0006205206,0.000003080126,0.000115538,0.00000349496,0.00002063002,0.01284392],"study_design_scores_gemma":[0.001091963,0.000156777,0.9965542,0.00001936653,0.00003375251,0.0000208158,0.0006356183,0.0002439499,0.0001191434,0.000317929,0.0007000269,0.0001064751],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9870682,0.001146108,0.00008739476,0.01034759,0.00006891905,0.0004921417,0.0001502837,0.0001589534,0.0004803711],"genre_scores_gemma":[0.9985598,0.00009697304,0.0001512506,0.00109886,0.00002467413,0.00001933912,0.00002507689,0.000006971115,0.0000170875],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0513124,"threshold_uncertainty_score":0.9750497,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2137209024237066,"score_gpt":0.4405326519628614,"score_spread":0.2268117495391548,"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."}}