{"id":"W4225006880","doi":"10.1186/s12889-022-13254-1","title":"Internet access is a necessity: a latent class analysis of COVID-19 related challenges and the role of technology use among rural community residents","year":2022,"lang":"en","type":"article","venue":"BMC Public Health","topic":"Telemedicine and Telehealth Implementation","field":"Medicine","cited_by":31,"is_retracted":false,"has_abstract":true,"ca_institutions":"Capital Regional District; University of Calgary; University of British Columbia, Okanagan Campus; Okanagan University College; University of British Columbia","funders":"University of British Columbia","keywords":"Medicine; Biostatistics; Latent class model; Coronavirus disease 2019 (COVID-19); Public health; The Internet; Epidemiology; Rural community; 2019-20 coronavirus outbreak; Environmental health; Pandemic; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Internet privacy; Virology; Socioeconomics; Nursing; World Wide Web; Infectious disease (medical specialty); Pathology; Outbreak; Sociology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003849716,0.000117577,0.000710097,0.001171993,0.0002646759,0.00001623342,0.0003292774,0.00007100963,0.0001926391],"category_scores_gemma":[0.0008352959,0.00008737463,0.00008955768,0.001552929,0.0003254305,0.0001757591,0.0005213366,0.0005986435,2.40284e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002862939,"about_ca_system_score_gemma":0.000884561,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05023608,"about_ca_topic_score_gemma":0.009992065,"domain_scores_codex":[0.9967576,0.001416936,0.0008823802,0.0001787682,0.0004423734,0.0003219093],"domain_scores_gemma":[0.9976805,0.0005308092,0.0008269459,0.0005521504,0.0001185084,0.0002910209],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002528586,0.0002112497,0.9600734,0.000421094,0.0005033581,0.000001611315,0.01988983,0.000005077639,0.000003789255,0.003220414,0.0005940758,0.01482324],"study_design_scores_gemma":[0.003976556,0.0005852665,0.9505156,0.00003026756,0.000290984,0.00001873931,0.03770906,0.002168755,0.00001057877,0.0008605768,0.003773466,0.00006009382],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9249728,0.002346085,0.00006978428,0.07168523,0.00003371367,0.000714308,0.00005803199,0.00005136182,0.00006869396],"genre_scores_gemma":[0.9945807,0.001318237,0.00005875948,0.003700698,0.000007984319,0.00008865419,0.0001839686,0.00001118361,0.00004983326],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06960789,"threshold_uncertainty_score":0.9560885,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1369960765102899,"score_gpt":0.4005724768835233,"score_spread":0.2635764003732334,"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."}}