{"id":"W4406824894","doi":"10.2147/jpr.s477670","title":"Assessing the Benefit of a Digital Pain Alert System in a Community Hospital","year":2025,"lang":"en","type":"article","venue":"Journal of Pain Research","topic":"Pain Management and Opioid Use","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Rehabilitation Institute; University of Toronto; University Health Network; Humber River Regional Hospital; Humber Polytechnic","funders":"","keywords":"Medicine; Medical emergency","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002514211,0.0002642527,0.0002536048,0.001490042,0.0004409695,0.0008805424,0.0004512926,0.0003058127,0.002400923],"category_scores_gemma":[0.01247353,0.0001684946,0.0004449929,0.001084122,0.0002372977,0.0006516845,0.001030984,0.0004739455,0.0002513221],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001315957,"about_ca_system_score_gemma":0.001844289,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005831053,"about_ca_topic_score_gemma":0.008902834,"domain_scores_codex":[0.998051,0.0006764904,0.0002670872,0.0001409916,0.0005192241,0.000345198],"domain_scores_gemma":[0.9880415,0.001922641,0.004914463,0.0001789516,0.001839161,0.003103232],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008887094,0.0006772308,0.9612142,0.0001596934,0.00008222052,0.0001022647,0.0003128056,0.0002725738,0.0003592007,0.00002489627,0.0005784263,0.0353277],"study_design_scores_gemma":[0.00006119383,0.003205311,0.9931074,0.000104182,0.00005577588,0.0001422495,0.001330825,0.001020597,0.0002543467,0.0000396688,0.0006584543,0.00002006314],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9982477,0.0001990898,0.0001529414,0.0002348914,0.00001374464,0.00008018987,0.0002564295,0.0000155502,0.0007994309],"genre_scores_gemma":[0.9989175,0.0001527595,0.0004864902,0.0000783654,0.00001860669,0.00004479491,0.0001896807,0.000001651074,0.0001102921],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005831053,"threshold_uncertainty_score":0.0132966,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06900770216267665,"score_gpt":0.4130223793999083,"score_spread":0.3440146772372316,"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."}}