{"id":"W2001425080","doi":"10.5737/1181912x222114120","title":"Determining resource intensity weights in ambulatory chemotherapy related to nursing workload","year":2012,"lang":"en","type":"review","venue":"Canadian Oncology Nursing Journal","topic":"Nursing Diagnosis and Documentation","field":"Nursing","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute for Clinical Evaluative Sciences; Hamilton Health Sciences; University Health Network; University of Toronto; Ottawa Hospital; Sunnybrook Health Science Centre; Cancer Care Ontario","funders":"","keywords":"Workload; Nursing; Pharmacy; Medicine; Ambulatory; Resource (disambiguation); Ambulatory care; Health care; Regimen; Nursing care; Medical emergency; Computer science; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.001525537,0.0008497743,0.002472026,0.002098388,0.0008635676,0.0003007064,0.0006384896,0.001534491,0.0001873835],"category_scores_gemma":[0.0001268387,0.0008787476,0.0006868603,0.00125575,0.0003711149,0.000394756,0.00001583187,0.00302829,0.0001707324],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03534222,"about_ca_system_score_gemma":0.002501931,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005663717,"about_ca_topic_score_gemma":0.001885199,"domain_scores_codex":[0.9941633,0.0009337267,0.001720009,0.0007843977,0.0004003971,0.001998191],"domain_scores_gemma":[0.9958181,0.0003906755,0.0009822916,0.0005393057,0.0001590291,0.002110587],"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":[0.0000744688,0.0002007779,0.0001620822,0.0001835547,0.00007786218,0.0001930546,0.008033749,0.000006176399,0.000001082028,0.00001684895,0.03433648,0.9567139],"study_design_scores_gemma":[0.0007838764,0.0003827305,0.0006580444,0.1166686,0.000823806,0.003178946,0.0005473639,0.00002620846,0.000003756855,0.0003215907,0.8758124,0.0007927006],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001390823,0.9770854,0.00002593378,0.00500558,0.01201588,0.0009877381,0.00001304931,0.00007760026,0.003397982],"genre_scores_gemma":[0.002793859,0.9843619,0.003441409,0.00491704,0.003279119,0.00007017625,0.0001635085,0.0005497624,0.0004232639],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9559212,"threshold_uncertainty_score":0.9997617,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04200481244532202,"score_gpt":0.3789586765499899,"score_spread":0.3369538641046679,"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."}}