{"id":"W4200379877","doi":"10.2196/32000","title":"Fertility Workup With Video Consultation During the COVID-19 Pandemic: Pilot Quantitative and Qualitative Study","year":2021,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Reproductive Health and Technologies","field":"Medicine","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Fertility; Family medicine; Medicine; Fertility clinic; Pandemic; Reproductive medicine; Infertility; Health care; Qualitative research; Social distance; Nursing; Coronavirus disease 2019 (COVID-19); Pregnancy; Population; Disease","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":[0.01087467,0.0003819881,0.0005867282,0.001344287,0.004787893,0.001996387,0.001401539,0.001222192,0.003184019],"category_scores_gemma":[0.01384032,0.0004621003,0.0003441536,0.001111305,0.004549948,0.00188098,0.002940179,0.001523545,0.0002596881],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00505834,"about_ca_system_score_gemma":0.004317444,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009579479,"about_ca_topic_score_gemma":0.0183247,"domain_scores_codex":[0.9931619,0.005189001,0.0001394787,0.0003019214,0.0003516993,0.000855903],"domain_scores_gemma":[0.987375,0.009054171,0.001005099,0.0001991921,0.0009010428,0.001465491],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00008044111,0.0002866552,0.009755051,0.0003453007,0.000006495185,0.001081222,0.9795675,0.00003625136,0.001065953,0.0004164926,0.0005018071,0.006856777],"study_design_scores_gemma":[0.00001236339,0.0002067839,0.007634598,0.0001670072,0.000004472895,0.0001891885,0.9893652,0.00007515359,0.0002017898,0.0000749043,0.002056514,0.00001192745],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9965543,0.0002335484,0.0005832397,0.0004582776,0.00001942138,0.0005371278,0.0001513327,0.000007074404,0.001455876],"genre_scores_gemma":[0.9958277,0.0004790395,0.0009510189,0.0003932667,0.00001264674,0.0008668694,0.00009209803,0.000009244469,0.001368028],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01087467,"threshold_uncertainty_score":0.05751145,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2984498982989279,"score_gpt":0.5474883124225974,"score_spread":0.2490384141236696,"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."}}