{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003994517,0.0001698145,0.0003480337,0.0002323945,0.0008793722,0.00006833293,0.0001212904,0.00006268885,0.00005025994],"category_scores_gemma":[0.006830475,0.00009777849,0.00002753118,0.001341205,0.001254821,0.0003060826,0.000208189,0.001033686,0.00002473465],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003856362,"about_ca_system_score_gemma":0.0007017987,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002070348,"about_ca_topic_score_gemma":0.0003069611,"domain_scores_codex":[0.9958507,0.001922455,0.0003631776,0.0005160359,0.000847095,0.0005005251],"domain_scores_gemma":[0.9945865,0.003121577,0.0001210065,0.0005105609,0.001417839,0.0002425756],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.01031722,0.001703073,0.2763609,0.001378592,0.0003884729,0.0001621742,0.7000859,0.000003860442,0.001973803,0.004191081,0.0005088603,0.00292605],"study_design_scores_gemma":[0.003128149,0.003367698,0.459152,0.00006558147,0.00001361829,0.00006713274,0.5306962,0.00002646126,0.000739347,0.002210764,0.0004345156,0.00009856215],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.989471,0.0007226145,0.0002352156,0.00621081,0.00002444205,0.002493846,0.00002086568,0.0001264217,0.0006947395],"genre_scores_gemma":[0.9981948,0.0001223919,0.0002950122,0.0001665175,0.00001576614,0.0008160947,0.00001404401,0.00001456303,0.0003608564],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1827911,"threshold_uncertainty_score":0.817721,"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."}}