{"id":"W4389055302","doi":"10.2196/46414","title":"Digital Adoption by an Organization Supporting Informal Caregivers During COVID-19 Pandemic Showing Impact on Service Use, Organizational Performance, and Carers’ Well-Being: Retrospective Population-Based Database Study With Embedded User Survey","year":2023,"lang":"en","type":"article","venue":"JMIR Aging","topic":"Telemedicine and Telehealth Implementation","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of the West of England","keywords":"Pandemic; Coronavirus disease 2019 (COVID-19); Service (business); Survey research; Population; Business; Survey data collection; Internet privacy; Knowledge management; Database; Computer science; Medicine; Marketing","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":[0.000473304,0.0002542676,0.0002744412,0.0004399052,0.0005387251,0.0001485886,0.00006681286,0.00005979372,0.00006100148],"category_scores_gemma":[0.0003265648,0.0002224772,0.00001627015,0.001837061,0.00001915059,0.001576664,0.00004669568,0.0002318371,0.000009630193],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005974255,"about_ca_system_score_gemma":0.000347529,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002193679,"about_ca_topic_score_gemma":0.0005700084,"domain_scores_codex":[0.9980732,0.00007626193,0.0004326381,0.0004247037,0.0005995267,0.0003937169],"domain_scores_gemma":[0.9985906,0.0001508045,0.0002675363,0.0002362105,0.0004151851,0.0003396103],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003360903,0.00007233036,0.9907649,0.0002042319,0.00004702911,0.00001932385,0.005561933,0.002512229,0.000152464,0.000001678408,0.0001714023,0.0001563618],"study_design_scores_gemma":[0.004111593,0.0007053579,0.9805007,0.00009153582,0.00005856179,0.00003298313,0.009087759,0.005085535,0.00008331353,4.0762e-7,0.0000161818,0.0002260482],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9977048,0.000001024392,0.000387048,0.0001209091,0.00004567407,0.001206214,0.0001532473,0.0003580504,0.0000230585],"genre_scores_gemma":[0.9772154,0.000003729278,0.00004220887,0.000581892,0.00008335181,0.00002361168,0.02192785,0.00006455767,0.00005741185],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02177461,"threshold_uncertainty_score":0.9072359,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02684907439862403,"score_gpt":0.3374599816508548,"score_spread":0.3106109072522307,"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."}}