{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001449472,0.0004186827,0.000407159,0.003082909,0.000346476,0.0008462169,0.0003866299,0.0003574022,0.001515804],"category_scores_gemma":[0.005212547,0.0001491546,0.0006126016,0.001333527,0.000255615,0.0005324889,0.001345218,0.0004122031,0.0002584047],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009019464,"about_ca_system_score_gemma":0.000846788,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002228844,"about_ca_topic_score_gemma":0.004496644,"domain_scores_codex":[0.999227,0.0002557067,0.0001622083,0.00006322777,0.0001737911,0.0001179622],"domain_scores_gemma":[0.9969682,0.0005833621,0.001522929,0.00007936766,0.000351566,0.0004946454],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001186595,0.00009210501,0.991979,0.00003372203,0.00003735908,0.00004506301,0.0001526154,0.0001161374,0.0001159516,0.00002868545,0.0004945115,0.006786151],"study_design_scores_gemma":[0.00001263004,0.0001821749,0.9984257,0.00001982094,0.0000161307,0.0001547935,0.0002468037,0.0004730639,0.00005168488,0.00002451292,0.0003853156,0.000007301994],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.995791,0.0002617227,0.0004634747,0.0001330874,0.00002064252,0.0001598378,0.0007372954,0.00002022259,0.002412771],"genre_scores_gemma":[0.9961103,0.0001994335,0.0020566,0.00005491937,0.00003826578,0.0002156674,0.001030655,0.000004209825,0.0002899621],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003082909,"threshold_uncertainty_score":0.007665575,"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."}}