{"id":"W4288047174","doi":"10.7861/clinmed.22.4.ac-p","title":"Acute pain management for older adults","year":2022,"lang":"en","type":"article","venue":"Clinical Medicine","topic":"Pain Management and Opioid Use","field":"Medicine","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Medicine; Acute pain; Analgesic; Pain management; Health professionals; Physical therapy; Pain assessment; Acute care; Health care; Intensive care medicine; Anesthesia","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003922814,0.0001564176,0.000489445,0.0001358485,0.0001639132,0.000003744013,0.000217853,0.00004924681,0.001617987],"category_scores_gemma":[0.0006520041,0.0001216776,0.0001967946,0.0002566787,0.0001306684,0.00002144669,0.0002051849,0.0003131098,0.0000312426],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005159719,"about_ca_system_score_gemma":0.00001882464,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003379214,"about_ca_topic_score_gemma":6.713209e-7,"domain_scores_codex":[0.9979128,0.0001918118,0.0006782647,0.0004569736,0.0004390531,0.0003210871],"domain_scores_gemma":[0.9982614,0.0008383128,0.0001298703,0.0004944291,0.0000537608,0.0002222054],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001989518,0.000650823,0.02465761,0.0004213198,0.0005636832,0.0003159868,0.0002615263,0.000001620821,0.000006758438,0.001948426,0.6822666,0.2869161],"study_design_scores_gemma":[0.02094775,0.004017194,0.1360746,0.0003591912,0.00105406,0.000004916555,0.001920534,0.003042388,0.0000035772,0.0009164608,0.8314443,0.0002151214],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5268459,0.003776927,0.06392592,0.2836671,0.01244519,0.01987573,0.0000837805,0.00131139,0.08806803],"genre_scores_gemma":[0.8231395,0.0009347161,0.007640936,0.09815305,0.003365251,0.001622577,0.0006029376,0.0001004602,0.06444051],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2962937,"threshold_uncertainty_score":0.9992947,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03837875915934083,"score_gpt":0.3844564727662845,"score_spread":0.3460777136069437,"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."}}