{"id":"W6991968960","doi":"","title":"IV Pump Phone Alert System for Medical Surgical Nurses Improving Patient Satisfaction","year":2022,"lang":"en","type":"article","venue":"DigitalCommons - Kennesaw State University (Kennesaw State University)","topic":"Healthcare Technology and Patient Monitoring","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Phone; Patient satisfaction; Quarter (Canadian coin); Unit (ring theory); Quality (philosophy); Health care; Patient care; Patient experience","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.0003744061,0.0005118287,0.000796331,0.001324794,0.001703178,0.00004417138,0.0005164664,0.0002781354,0.0001424192],"category_scores_gemma":[0.00008949824,0.0006230457,0.0004319286,0.001498925,0.0003708797,0.000707078,0.0007742611,0.001025062,0.00003379203],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002338613,"about_ca_system_score_gemma":0.0006788419,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002096927,"about_ca_topic_score_gemma":0.0006434891,"domain_scores_codex":[0.9961985,0.0003194699,0.0005264207,0.000968862,0.0008978635,0.001088842],"domain_scores_gemma":[0.9972383,0.0004913199,0.0004054687,0.0006696483,0.0003710533,0.0008242345],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.02497016,0.003875227,0.3118043,0.002875543,0.002588648,0.05872544,0.00788216,0.001418034,0.0009661526,0.02525413,0.006821996,0.5528182],"study_design_scores_gemma":[0.01690226,0.004293215,0.008887776,0.0005109198,0.0006100009,0.00190551,0.06115802,0.003290093,0.001352482,0.0001044127,0.8990518,0.001933526],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9842204,0.00006422494,0.000981479,0.0007823394,0.0014125,0.001483394,0.001471459,0.001008209,0.008575921],"genre_scores_gemma":[0.9958736,0.0001218794,0.0001800273,0.00004856693,0.00006545974,0.00000570985,0.0004181411,0.00006008986,0.003226548],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8922298,"threshold_uncertainty_score":0.9996221,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01422624463294769,"score_gpt":0.2259555282915922,"score_spread":0.2117292836586445,"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."}}