{"id":"W4391551351","doi":"10.2196/53402","title":"Low-Fidelity Prototype of a Sensor-Dependent Interaction Platform: Formative Evaluation With Informal Caregivers of Older Adults With Cognitive Impairment","year":2024,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Innovative Human-Technology Interaction","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"European Commission","keywords":"Formative assessment; Fidelity; Cognitive impairment; Psychology; Cognition; Human–computer interaction; Computer science; Developmental psychology; Cognitive psychology; Telecommunications; Pedagogy; Psychiatry","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":[0.02463933,0.001432104,0.0008226176,0.001126458,0.001247067,0.001753268,0.002357495,0.001427053,0.002659947],"category_scores_gemma":[0.04684648,0.0005454521,0.001052841,0.0004217208,0.001618053,0.001493783,0.002315714,0.001052096,0.0004798714],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00148093,"about_ca_system_score_gemma":0.002248625,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001605435,"about_ca_topic_score_gemma":0.002602372,"domain_scores_codex":[0.9917495,0.005609888,0.0006904905,0.0005353631,0.000975476,0.000439355],"domain_scores_gemma":[0.9655384,0.0228996,0.001161697,0.002085886,0.007090976,0.00122355],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.004815099,0.04518342,0.06058641,0.01623699,0.0006418736,0.006456121,0.3802966,0.008685914,0.08787957,0.002038493,0.006257063,0.3809225],"study_design_scores_gemma":[0.005768694,0.1985913,0.2108208,0.00762095,0.002417192,0.006100583,0.3095368,0.03500799,0.1276904,0.003971236,0.09143784,0.001036206],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9717282,0.000186151,0.0189076,0.0001621097,0.00004820027,0.00727313,0.0002191214,0.0001633399,0.001312132],"genre_scores_gemma":[0.8645144,0.0005760266,0.1159459,0.0002635655,0.00004671517,0.01508612,0.0006690079,0.0001105374,0.002787777],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02463933,"threshold_uncertainty_score":0.1303068,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04112395084890154,"score_gpt":0.3897946429992986,"score_spread":0.348670692150397,"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."}}