{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001822483,0.0003036252,0.0005050778,0.002181537,0.00111736,0.001119389,0.0005539084,0.0006968746,0.001465139],"category_scores_gemma":[0.00523877,0.0005815823,0.0008080112,0.002480312,0.0006095538,0.001295914,0.001431664,0.0008425757,0.0004939203],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001124524,"about_ca_system_score_gemma":0.00106445,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01548399,"about_ca_topic_score_gemma":0.01871769,"domain_scores_codex":[0.9983177,0.0004772373,0.0003010914,0.0002789504,0.0002926318,0.0003323333],"domain_scores_gemma":[0.9965707,0.0006545534,0.001549818,0.0002351317,0.0004944068,0.0004953113],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005659491,0.000121763,0.996974,0.00004209227,0.00002245168,0.0001246595,0.001378749,0.00001293305,0.00005653719,0.0000120575,0.0001449906,0.001053089],"study_design_scores_gemma":[0.00001089421,0.0004496548,0.9895813,0.00007061219,0.00003516226,0.0004356579,0.008837254,0.0001103172,0.00007155091,0.00001584552,0.0003669954,0.00001469947],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9988742,0.0001006452,0.00006436178,0.00002530786,0.000001889426,0.00009075071,0.0006590642,0.000001734418,0.0001820458],"genre_scores_gemma":[0.9984509,0.0001961041,0.0001559417,0.00009144517,0.00000639475,0.0002566804,0.0006826172,0.0000028144,0.0001570593],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01548399,"threshold_uncertainty_score":0.03078771,"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."}}