{"id":"W4382465073","doi":"10.2196/41634","title":"Video Consultations in Primary Care Outside Office Hours","year":2023,"lang":"en","type":"article","venue":"Iproceedings","topic":"Emergency and Acute Care Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Workload; Triage; Medicine; Danish; Population; Pandemic; Medical emergency; Coronavirus disease 2019 (COVID-19); Environmental health; Disease; Computer science","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":[0.00008857108,0.0001093479,0.0002043185,0.0001902664,0.00009325378,0.000008454052,0.00005776642,0.00005676309,0.00002416424],"category_scores_gemma":[0.0003264966,0.0001009893,0.00005630287,0.0008240757,0.00005881653,0.00009279516,0.00004869461,0.0001551001,0.0001842783],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008086969,"about_ca_system_score_gemma":0.00007355789,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005510887,"about_ca_topic_score_gemma":0.00002610597,"domain_scores_codex":[0.9991608,0.000003007763,0.0001943878,0.0002157595,0.0001850428,0.0002410014],"domain_scores_gemma":[0.999503,0.00005451345,0.00003477352,0.00006870802,0.0002775022,0.00006148125],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002372061,0.0001051657,0.5399086,0.001599077,0.0001615885,0.0002295728,0.06119908,0.00001159952,0.02541385,0.001140839,0.3564099,0.01358352],"study_design_scores_gemma":[0.002038683,0.0001696061,0.8929873,0.0007173138,0.0001358401,0.0000240055,0.0611135,0.00001927758,0.002746057,0.0001763906,0.03954565,0.0003264189],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9033691,0.001312498,0.000002056404,0.001915968,0.0002382242,0.0002375219,0.00001975641,0.0002645001,0.09264044],"genre_scores_gemma":[0.9965463,0.0007651675,0.0001798763,0.001004278,0.0001466502,0.00005156196,0.00008358012,0.00002047958,0.001202167],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3530787,"threshold_uncertainty_score":0.4118224,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01931909903234579,"score_gpt":0.2894122545067748,"score_spread":0.270093155474429,"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."}}