{"id":"W4378908854","doi":"10.2196/41376","title":"COVID-19 Conceptual Modeling: Single-Center Cross-Sectional Study","year":2023,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"COVID-19 epidemiological studies","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Pandemic; Psychosocial; Intensive care unit; Health care; Population; Affect (linguistics); Coronavirus disease 2019 (COVID-19); Medical emergency; Family medicine; Environmental health; Psychology; Disease; Intensive care medicine; Political science; Infectious disease (medical specialty)","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":[0.01811463,0.001261239,0.001051174,0.0023094,0.001939811,0.002409564,0.002372289,0.001338118,0.006603471],"category_scores_gemma":[0.02415244,0.00139368,0.002286721,0.003007188,0.00113481,0.002252767,0.002569058,0.002458075,0.0009588727],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003418616,"about_ca_system_score_gemma":0.004264807,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01895609,"about_ca_topic_score_gemma":0.01460637,"domain_scores_codex":[0.9916009,0.005517313,0.0006585454,0.0009371563,0.0006591417,0.0006270726],"domain_scores_gemma":[0.9755155,0.01467817,0.00408294,0.002462801,0.002287658,0.0009729138],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001931475,0.002587423,0.9886607,0.0001218259,0.0003425975,0.0002316292,0.002207783,0.00128521,0.00006199377,0.0006206573,0.0009428517,0.002744131],"study_design_scores_gemma":[0.0004731542,0.007954506,0.838237,0.0009608379,0.001373181,0.002013969,0.048152,0.09118176,0.0004831639,0.004261575,0.004696781,0.0002120079],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9922935,0.0001640643,0.004709805,0.0002681832,0.00002061604,0.0006016259,0.001249152,0.0000163013,0.000676691],"genre_scores_gemma":[0.9912291,0.0001989153,0.00556255,0.0002362162,0.0000193388,0.001143874,0.001297866,0.00001417666,0.0002979044],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01895609,"threshold_uncertainty_score":0.09580052,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.722362675752443,"score_gpt":0.6025264357439809,"score_spread":0.119836240008462,"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."}}