{"id":"W4391623694","doi":"10.2196/51720","title":"Sentiment Analysis of Patient- and Family-Related Sepsis Events: Exploratory Study","year":2024,"lang":"en","type":"article","venue":"JMIR Nursing","topic":"Sepsis Diagnosis and Treatment","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Centers for Disease Control and Prevention","keywords":"Sepsis; Medicine; Exploratory analysis; Disease; Exploratory research; Sentiment analysis; Intensive care medicine; Psychology; Data science; Internal medicine; Computer science; Natural language processing; Sociology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002760741,0.0002580229,0.0003187584,0.001164727,0.0006897614,0.0008526036,0.0002788685,0.0003393544,0.00117443],"category_scores_gemma":[0.00928414,0.0001225849,0.0003654911,0.001240277,0.0005170073,0.0006504602,0.0008383013,0.0004924142,0.0003760475],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005190166,"about_ca_system_score_gemma":0.0005331468,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001062713,"about_ca_topic_score_gemma":0.001893578,"domain_scores_codex":[0.998562,0.0007663354,0.0001044358,0.0001491143,0.0002767019,0.0001414331],"domain_scores_gemma":[0.9931994,0.003874065,0.001135488,0.0002099745,0.001325632,0.0002555013],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001093167,0.001588405,0.7297787,0.001401299,0.0001871973,0.002873921,0.1148514,0.001203383,0.02198223,0.00139559,0.008802054,0.1148427],"study_design_scores_gemma":[0.00004254072,0.0009187411,0.8405435,0.000259481,0.0001117014,0.001654577,0.1238865,0.008329248,0.006880534,0.001096036,0.01620382,0.00007330252],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9960264,0.00006988351,0.001528321,0.0001555033,0.00001143655,0.0001725669,0.0008251101,0.00001012505,0.001200606],"genre_scores_gemma":[0.9925222,0.0001592724,0.004949643,0.0001316905,0.0000281626,0.0003902998,0.001170064,0.00001110666,0.0006375212],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002760741,"threshold_uncertainty_score":0.01460034,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04585509172873763,"score_gpt":0.3673863559506982,"score_spread":0.3215312642219605,"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."}}