{"id":"W2031832951","doi":"10.7748/ns2010.09.25.2.35.c7986","title":"Assessment and expression of pain","year":2010,"lang":"en","type":"article","venue":"Nursing Standard","topic":"Pain Management and Opioid Use","field":"Medicine","cited_by":29,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"McGill University","keywords":"Pain assessment; Expression (computer science); Health professionals; Psychology; Pain catastrophizing; Pain management; Medicine; Nursing assessment; Health care; Physical therapy; MEDLINE; Chronic pain; Computer science","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005123115,0.00005093154,0.0001211462,0.00004730055,0.00003567923,0.000008626376,0.00002448118,0.00003672239,0.00008266155],"category_scores_gemma":[0.00006026287,0.00004104341,0.00002099452,0.00003825256,0.00007453757,0.00002647884,0.000008258495,0.0001171687,5.204961e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002092401,"about_ca_system_score_gemma":0.00003027614,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001354646,"about_ca_topic_score_gemma":6.213588e-7,"domain_scores_codex":[0.9995221,0.00002551885,0.00009061554,0.00009604034,0.0001786432,0.00008708349],"domain_scores_gemma":[0.9996948,0.0000428911,0.00003353086,0.0001432769,0.00003603879,0.00004946735],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0002533891,0.0001623345,0.283753,0.0001862386,0.00001771064,0.00001257293,0.0006466671,5.422445e-7,0.4516978,0.004430852,0.03261783,0.226221],"study_design_scores_gemma":[0.002502827,0.0006889792,0.9112776,0.001268993,0.0001022897,0.000002730178,0.0006372324,0.0006136478,0.0410121,0.002589206,0.03914358,0.0001608019],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9739199,0.00008361552,0.009896298,0.0008880605,0.0002021323,0.0001549458,0.000003447426,0.00003335602,0.01481823],"genre_scores_gemma":[0.9812427,0.00001815944,0.01837922,0.00008982576,0.00005961742,0.000001799623,0.000004188902,0.000006816465,0.0001977431],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6275246,"threshold_uncertainty_score":0.1673702,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01123878937439156,"score_gpt":0.3297617767206106,"score_spread":0.3185229873462191,"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."}}