{"id":"W2062655118","doi":"10.1097/nnr.0b013e31822228dc","title":"Nurse Dose","year":2011,"lang":"en","type":"article","venue":"Nursing Research","topic":"Nursing education and management","field":"Nursing","cited_by":50,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Staffing; Poisson regression; Skill mix; Bivariate analysis; Medicine; Nursing; Acute care; Family medicine; Emergency medicine; Health care; Environmental health; Statistics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001008059,0.0001170889,0.0001192068,0.0004964828,0.0004073729,0.00008789579,0.0003618936,0.00008112322,0.0007952944],"category_scores_gemma":[0.0001641353,0.0001168907,0.00005353384,0.0006791934,0.0004272995,0.0001593324,0.00001841399,0.0004357572,0.001118885],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004259486,"about_ca_system_score_gemma":0.00004490198,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001468359,"about_ca_topic_score_gemma":0.000006168607,"domain_scores_codex":[0.9978183,0.0002701283,0.0001833904,0.000364974,0.0006467093,0.0007164949],"domain_scores_gemma":[0.9988781,0.00008474311,0.00003281472,0.0005612362,0.0002349861,0.0002081342],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003413004,0.001030314,0.0005678902,0.00002249415,0.000007737759,0.000007940734,0.01984498,4.002547e-7,0.001615895,0.01054273,0.5120645,0.4539538],"study_design_scores_gemma":[0.003108704,0.002102729,0.2620756,0.002163128,0.0001002071,0.0000669723,0.03540604,0.0003812133,0.04468764,0.1752882,0.4734709,0.001148693],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1377881,0.0002664541,0.00006917153,0.009965956,0.01377119,0.0005813437,0.000001485268,0.000326501,0.8372298],"genre_scores_gemma":[0.9779075,0.000003970973,0.001640147,0.0002656,0.0003020611,0.00003290327,0.000005802497,0.00004283297,0.01979918],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8401194,"threshold_uncertainty_score":0.9996589,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1767904780796262,"score_gpt":0.4649981547995854,"score_spread":0.2882076767199592,"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."}}