{"id":"W7117166868","doi":"10.2196/80272","title":"Providing Tech Support as Care Work Among Care Workers in Assisted Living Facilities: Qualitative Interview Study","year":2025,"lang":"en","type":"article","venue":"JMIR Aging","topic":"Assistive Technology in Communication and Mobility","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Work (physics); Qualitative research; Assisted living; Care work; High tech; Semi-structured interview; Ethics of care","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":[0.01062714,0.0004881272,0.0006097677,0.0017266,0.008189823,0.002855426,0.001342815,0.00136653,0.002132806],"category_scores_gemma":[0.01181066,0.0005250964,0.0004043996,0.001773696,0.005352506,0.002506232,0.004366887,0.002232483,0.0002334521],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005042624,"about_ca_system_score_gemma":0.006030404,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01519207,"about_ca_topic_score_gemma":0.02962477,"domain_scores_codex":[0.9941049,0.004105748,0.0002069284,0.0002749496,0.0003390308,0.0009684474],"domain_scores_gemma":[0.9874758,0.008981204,0.001095935,0.000238392,0.001008147,0.001200481],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00002313579,0.00004984427,0.004087823,0.0001164054,0.000003554867,0.0006253498,0.990943,0.0000252989,0.000557663,0.0003972363,0.0003000927,0.002870544],"study_design_scores_gemma":[0.00000238864,0.000027022,0.001248089,0.00009650148,0.000002028634,0.00009306506,0.9965181,0.00004577283,0.0001140969,0.00008197586,0.001765897,0.000005079235],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9936098,0.0006479044,0.001831124,0.0009721679,0.00003479413,0.000312923,0.0001656042,0.00001020084,0.002415525],"genre_scores_gemma":[0.9952992,0.0008904097,0.001157973,0.0005789141,0.00001602367,0.0004814216,0.00008081451,0.00001007697,0.001485136],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01519207,"threshold_uncertainty_score":0.05620235,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1083535179819257,"score_gpt":0.5102801372674843,"score_spread":0.4019266192855586,"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."}}