{"id":"W4309161410","doi":"10.2196/40600","title":"Esophagogastroduodenoscopy Screening Intentions During the COVID-19 Pandemic in Japan: Web-Based Survey","year":2022,"lang":"en","type":"article","venue":"JMIR Cancer","topic":"COVID-19 and healthcare impacts","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Norwegian Institute of Public Health","keywords":"Esophagogastroduodenoscopy; Pandemic; Coronavirus disease 2019 (COVID-19); 2019-20 coronavirus outbreak; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Virology; Medicine; Outbreak; Internal medicine; Endoscopy","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":[0.001293711,0.0002283381,0.0003230134,0.0008029183,0.0004144139,0.0005509211,0.000310369,0.0004869739,0.001501828],"category_scores_gemma":[0.003185728,0.0002873972,0.0005322747,0.0009953358,0.0002353173,0.0007123126,0.0007349373,0.0006645968,0.0003440708],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004712269,"about_ca_system_score_gemma":0.0005455262,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0154873,"about_ca_topic_score_gemma":0.01883745,"domain_scores_codex":[0.9991596,0.0002267169,0.000192911,0.0001216974,0.0001516956,0.0001473055],"domain_scores_gemma":[0.9972747,0.000338335,0.001273696,0.0001154758,0.0004319517,0.000565867],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000299242,0.00006748347,0.9968924,0.0000655908,0.00002486236,0.00003996936,0.0004434882,0.0000160551,0.0001218426,0.000006440715,0.0004262462,0.001865723],"study_design_scores_gemma":[0.000003904224,0.00004978189,0.9988083,0.00002252183,0.00001023706,0.00004582931,0.0007087556,0.0000685064,0.00002054204,0.00000383809,0.0002537546,0.000004082428],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9966758,0.0002162707,0.00007983502,0.0002264434,0.00001128687,0.00006811955,0.00170351,0.000006420417,0.0010122],"genre_scores_gemma":[0.9976876,0.0002557119,0.0002066513,0.0002379239,0.00001294872,0.00009020621,0.001238249,0.000003084724,0.0002676387],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0154873,"threshold_uncertainty_score":0.03079432,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1287081760478088,"score_gpt":0.439241701104853,"score_spread":0.3105335250570442,"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."}}