{"id":"W4321013857","doi":"10.2196/preprints.45451","title":"Real-Time Virtual Support as an Emergency Department Strategy for Rural, Remote, and Indigenous Communities in British Columbia: Descriptive Case Study (Preprint)","year":2023,"lang":"en","type":"preprint","venue":"","topic":"Healthcare Systems and Technology","field":"Business, Management and Accounting","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Indigenous; Emergency department; Peer support; Medicine; Nursing; Health care; Burnout; Preprint; Public relations; Political science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.001720817,0.000383905,0.0009059219,0.0004038307,0.0005857238,0.001083399,0.0005176488,0.0005701343,0.0004930869],"category_scores_gemma":[0.0000886968,0.0005757515,0.0001077812,0.0003152075,0.0001006703,0.0005058217,0.001678569,0.0006931402,0.00007233422],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000198164,"about_ca_system_score_gemma":0.0002660335,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.980324,"about_ca_topic_score_gemma":0.9817539,"domain_scores_codex":[0.9968449,0.0001377869,0.001227307,0.0007670823,0.0002768555,0.0007460846],"domain_scores_gemma":[0.9980513,0.00007191404,0.0004847411,0.0009192757,0.0004160705,0.00005673992],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001145206,0.003119806,0.6735631,0.004000152,0.0008902979,0.01794054,0.01610848,0.000216771,0.00002444102,0.001332,0.01456674,0.2681231],"study_design_scores_gemma":[0.002665155,0.001942033,0.140415,0.0005581085,0.0002246046,0.001348396,0.823915,0.003209898,9.426e-7,0.02072683,0.003105383,0.001888666],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9897752,0.00003962028,0.00005753934,0.00009579519,0.0006983538,0.00726516,0.0001179147,0.0007636413,0.001186812],"genre_scores_gemma":[0.9945042,0.000327363,0.0001069383,0.00006038005,0.000256135,0.000798535,0.0006254342,0.0001176012,0.003203416],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8078065,"threshold_uncertainty_score":0.9999536,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0585851180411277,"score_gpt":0.3081441165663211,"score_spread":0.2495589985251934,"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."}}