{"id":"W3016714061","doi":"10.2196/17108","title":"Behavioral Pain Assessment Implementation in Long-Term Care Using a Tablet App: Case Series and Quasi-Experimental Design","year":2020,"lang":"en","type":"article","venue":"JMIR mhealth and uhealth","topic":"Pain Management and Opioid Use","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; University of Regina","funders":"AGE-WELL","keywords":"Checklist; Pain assessment; Medicine; Long-term care; Psychology; Nursing; Pain management; Physical therapy","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"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":[0.0005654626,0.000185258,0.0003232138,0.0001173575,0.0002155111,0.00004457097,0.000032353,0.00006281081,0.00004139265],"category_scores_gemma":[0.000006811938,0.000180745,0.00002272698,0.0001855637,0.00004642114,0.0001733067,0.00005039497,0.0001945493,7.101294e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002558572,"about_ca_system_score_gemma":0.000293659,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008162448,"about_ca_topic_score_gemma":0.0003085459,"domain_scores_codex":[0.998378,0.0002855517,0.0003726123,0.0003558419,0.0001846566,0.0004232913],"domain_scores_gemma":[0.999238,0.00003468535,0.0001157801,0.000114181,0.00002734696,0.0004699683],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007157443,0.0004598479,0.9483162,0.004676956,0.00001489214,0.00166704,0.01613974,0.000004882807,0.0004032564,0.0001037451,0.0004336644,0.02706408],"study_design_scores_gemma":[0.01299689,0.016775,0.8585077,0.0004014379,0.0003349729,0.0005803732,0.1003225,0.008481866,0.0003248377,0.0000216803,0.000549953,0.0007028396],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9923291,0.001984695,0.00237392,0.001456391,0.00004461212,0.001725565,0.00001586208,0.00005318153,0.00001665481],"genre_scores_gemma":[0.9918318,0.0003261154,0.005081072,0.002403143,0.0001131772,0.00009578173,0.0001173429,0.00002261426,0.00000897376],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08980846,"threshold_uncertainty_score":0.7370569,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09686829908287618,"score_gpt":0.457152761684565,"score_spread":0.3602844626016888,"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."}}