{"id":"W4304758908","doi":"10.2196/40215","title":"Population Health Metrics During the Early Stages of the COVID-19 Pandemic: Correlative Pilot Study","year":2022,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"SARS-CoV-2 detection and testing","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute of General Medical Sciences; National Institutes of Health; National Science Foundation","keywords":"Pandemic; Mental health; Environmental health; Public health; Population; Medicine; Psychological intervention; Anxiety; Helpline; Coronavirus disease 2019 (COVID-19); Medical emergency; Psychiatry; Nursing; Emergency medicine; 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":[0.005302768,0.0006033294,0.0004227256,0.001319871,0.0007418254,0.000891148,0.0006618438,0.0008219249,0.001014457],"category_scores_gemma":[0.009793974,0.0003895669,0.0008273842,0.001474903,0.0006867239,0.001037488,0.001379673,0.001155243,0.0003341212],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001423134,"about_ca_system_score_gemma":0.002084124,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01489062,"about_ca_topic_score_gemma":0.02160245,"domain_scores_codex":[0.9974265,0.001312657,0.0001656137,0.0005006526,0.0003347519,0.0002599054],"domain_scores_gemma":[0.9917073,0.002057177,0.002458421,0.0008237099,0.00218198,0.0007714291],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004320829,0.001052643,0.9915591,0.00004716226,0.000140901,0.0000940472,0.0007138629,0.0003809889,0.0003391954,0.00008620262,0.0007198039,0.004433923],"study_design_scores_gemma":[0.00004112405,0.002137057,0.9934666,0.00001901387,0.00005907756,0.00009411432,0.00176118,0.0012761,0.0002960734,0.00009126389,0.0007419935,0.00001648756],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9951954,0.00008555465,0.001120028,0.0001033927,0.00002964519,0.000585165,0.001976507,0.00002799885,0.000876271],"genre_scores_gemma":[0.9937454,0.00008172688,0.00256599,0.0001211259,0.00003831624,0.0009907343,0.002095928,0.000007808692,0.0003530112],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01489062,"threshold_uncertainty_score":0.02960789,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.267394079137283,"score_gpt":0.487365323727456,"score_spread":0.219971244590173,"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."}}