{"id":"W2983779587","doi":"10.1093/geroni/igz038.2319","title":"DEVELOPING A RAI-MDS 2.0 BEHAVIOR-BASED PAIN ASSESSMENT SCALE FOR LONG-TERM CARE RESIDENTS WITH ADVANCED DEMENTIA","year":2019,"lang":"en","type":"article","venue":"Innovation in Aging","topic":"Pain Management and Opioid Use","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Athabasca University","funders":"","keywords":"Minimum Data Set; Long-term care; Exploratory factor analysis; Confirmatory factor analysis; Dementia; Scale (ratio); Delphi method; Pain assessment; Pain scale; Psychology; Cognition; Construct validity; Activities of daily living; Clinical psychology; Medicine; Psychometrics; Physical therapy; Nursing homes; Psychiatry; Structural equation modeling; Disease; Pain management; Statistics; Nursing; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005872171,0.000311531,0.0003729806,0.001284586,0.0007118637,0.0007500405,0.000751122,0.0004216181,0.001010083],"category_scores_gemma":[0.01024667,0.0002780691,0.0008916176,0.0006905602,0.0003230106,0.0005963547,0.001062892,0.0008002696,0.0003133529],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002023597,"about_ca_system_score_gemma":0.004233849,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03550955,"about_ca_topic_score_gemma":0.09661522,"domain_scores_codex":[0.9981835,0.0005425308,0.0003375233,0.0001080402,0.0006701496,0.0001580572],"domain_scores_gemma":[0.9964259,0.0006826184,0.0006068066,0.00008047875,0.001926269,0.0002777663],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0002040049,0.0006120505,0.8962885,0.0003514496,0.0001397289,0.0001273748,0.003327334,0.0007232843,0.003111657,0.0002102257,0.004026985,0.09087744],"study_design_scores_gemma":[0.00008726975,0.000731333,0.9890413,0.0001481521,0.00004770955,0.0001316693,0.002425052,0.002958611,0.0009017392,0.0001447699,0.003343184,0.00003934809],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.9885889,0.0002387349,0.004599731,0.0003846214,0.00004192012,0.002285484,0.001319898,0.00007661079,0.002463981],"genre_scores_gemma":[0.9344407,0.0003503459,0.05701027,0.0002509642,0.00002169574,0.004229817,0.002593528,0.0000119506,0.001090612],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.03550955,"threshold_uncertainty_score":0.07060575,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02047993523556577,"score_gpt":0.3390536531225157,"score_spread":0.31857371788695,"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."}}