{"id":"W2946323876","doi":"10.1891/1078-4535.25.2.157","title":"ICA-EMA: A Tool for Assessing Nursing Complexity of Patients with Oncohematologic Disease in an Italian Center","year":2019,"lang":"en","type":"article","venue":"Creative Nursing","topic":"Palliative Care and End-of-Life Issues","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Hospital Foundation","funders":"","keywords":"Medicine; Observational study; Nursing care; Comorbidity; Nursing; Population; Disease; Primary nursing; Family medicine; Internal medicine; Nurse education","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":[],"consensus_categories":[],"category_scores_codex":[0.00009838223,0.0001760285,0.0005734884,0.0001409242,0.00004418903,0.00001466788,0.00007086332,0.00005670638,0.00003727588],"category_scores_gemma":[0.0001492108,0.0001382604,0.00008516834,0.0001901776,0.0004248465,0.0002918431,0.000007744728,0.00009940527,0.000001560906],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000241794,"about_ca_system_score_gemma":0.00009698811,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001606832,"about_ca_topic_score_gemma":0.000003221529,"domain_scores_codex":[0.9988165,0.00008340336,0.0003181061,0.0002927539,0.0002323539,0.0002568551],"domain_scores_gemma":[0.9989721,0.0001328668,0.0002179762,0.0002309046,0.0003307022,0.0001154398],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001596607,0.001573379,0.9873307,0.0003191713,0.00003143113,0.000004730818,0.004600785,0.000009027635,0.0003130758,0.0007369909,0.00004160475,0.003442453],"study_design_scores_gemma":[0.00454616,0.0007722157,0.969,0.01645307,0.000139136,8.755804e-7,0.00434658,0.0007092266,0.002618222,0.001169832,0.00005699121,0.0001876372],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9933762,0.0001657336,0.002009201,0.0001650349,0.00008676054,0.000873099,0.00007451249,0.00002014626,0.003229294],"genre_scores_gemma":[0.9877338,0.000002843423,0.01188155,0.00004395897,0.00003270938,0.000012672,0.0002340215,0.00002246673,0.00003597328],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01833069,"threshold_uncertainty_score":0.5638095,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1445428301327085,"score_gpt":0.4442501454771064,"score_spread":0.2997073153443979,"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."}}