{"id":"W2557215575","doi":"10.1093/pm/pnw265","title":"Pain in Dementia: Use of Observational Pain Assessment Tools by People Who Are Not Health Professionals","year":2016,"lang":"en","type":"article","venue":"Pain Medicine","topic":"Pain Management and Opioid Use","field":"Medicine","cited_by":37,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Regina","funders":"Saskatchewan Health Research Foundation","keywords":"Observational study; Dementia; Medicine; Pain assessment; Health professionals; Pain management; Physical therapy; Health care; Disease; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.007634442,0.0002735594,0.0004297372,0.000901695,0.0006249418,0.000829675,0.0005495745,0.0005142008,0.001082385],"category_scores_gemma":[0.03264295,0.0002736131,0.0006190552,0.000413818,0.0006476843,0.001059085,0.001262486,0.0005268408,0.000205327],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003992763,"about_ca_system_score_gemma":0.0006413864,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002205783,"about_ca_topic_score_gemma":0.004047416,"domain_scores_codex":[0.9944566,0.003575086,0.000631491,0.000321566,0.0008214836,0.0001936348],"domain_scores_gemma":[0.9865427,0.005058941,0.005164839,0.0007229332,0.001942738,0.000567909],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009584272,0.001084056,0.8847059,0.001083801,0.0001982652,0.0002953891,0.02494997,0.0001121248,0.002378591,0.00009223379,0.0008535194,0.08328763],"study_design_scores_gemma":[0.0001245013,0.003005998,0.9691588,0.0006033586,0.00009309149,0.0007444039,0.02250017,0.0005445752,0.0007118522,0.000180112,0.002272156,0.00006105579],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9959421,0.0006960298,0.0009794709,0.0001627403,0.00003281951,0.0004114071,0.0001628576,0.00001032861,0.001602346],"genre_scores_gemma":[0.9952603,0.0006682,0.002818815,0.0001613425,0.00002343631,0.0006373529,0.0002192816,0.000002486799,0.0002086595],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007634442,"threshold_uncertainty_score":0.04037529,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08121031552998564,"score_gpt":0.3563179689842353,"score_spread":0.2751076534542497,"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."}}