{"id":"W4367310579","doi":"10.1093/geroni/igad039","title":"The Environmental Audit Screening Evaluation: Establishing Reliability and Validity of an Evidence-Based Design Tool","year":2023,"lang":"en","type":"article","venue":"Innovation in Aging","topic":"Geriatric Care and Nursing Homes","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Research Manitoba","funders":"National Institute on Aging; Administration for Community Living","keywords":"Generalizability theory; Audit; Reliability (semiconductor); Usability; Inter-rater reliability; Psychology; Scale (ratio); Construct validity; Applied psychology; Computer science; Psychometrics; Rating scale; Clinical psychology; Geography; Business","routes":{"ca_aff":true,"ca_fund":false,"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":[0.01408319,0.00007592182,0.0001178613,0.0002367706,0.000603586,0.00003081015,0.0001062029,0.00007054662,0.00004802267],"category_scores_gemma":[0.00307003,0.0000640405,0.00001394114,0.001294451,0.00006590689,0.0004881009,0.00005331088,0.0002632216,0.000004819693],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001828913,"about_ca_system_score_gemma":0.0002155791,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001595273,"about_ca_topic_score_gemma":0.00001733521,"domain_scores_codex":[0.997457,0.001090624,0.0006121807,0.0002132612,0.0004089517,0.0002180305],"domain_scores_gemma":[0.9961083,0.003169197,0.0002876785,0.0002586507,0.0001588442,0.00001731813],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002166813,0.00005434503,0.7081729,0.0002259318,0.0000102966,0.000002852834,0.01152435,0.01388638,0.006595569,0.0004945865,0.003919865,0.2548962],"study_design_scores_gemma":[0.0007537768,0.00006258419,0.9120537,0.0005477415,0.00001730456,3.666041e-7,0.007589094,0.07448974,0.0008295352,0.002891526,0.0006415747,0.0001230701],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9875191,0.0000715459,0.00862361,0.002606041,0.0004445114,0.0006378994,0.000004205864,0.0000547063,0.00003834653],"genre_scores_gemma":[0.9973447,0.00002433768,0.002232558,0.0001003563,0.0001165086,0.00009510737,0.00003692565,0.00000934546,0.00004018575],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2547731,"threshold_uncertainty_score":0.488098,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2067868154769042,"score_gpt":0.4256026878123803,"score_spread":0.2188158723354761,"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."}}