{"id":"W187460114","doi":"10.7748/nop2012.05.24.4.6.p8183","title":"Nurse-to-patient ratios must increase to improve safety","year":2012,"lang":"en","type":"article","venue":"Nursing Older People","topic":"Health Services Management and Policy","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"World Federation of Science Journalists","funders":"","keywords":"Patient safety; Medicine; Nursing; Psychology; Health care","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0006768616,0.0002486749,0.0003326756,0.0002568613,0.001038058,0.00002050784,0.0002367705,0.0001783505,0.002224464],"category_scores_gemma":[0.0001141916,0.0002383408,0.00005979549,0.0006595923,0.00001537526,0.000292655,0.00008791557,0.0004254523,0.008851988],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006415433,"about_ca_system_score_gemma":0.0002320162,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002486776,"about_ca_topic_score_gemma":0.001366884,"domain_scores_codex":[0.9967926,0.0003892604,0.0006458356,0.0003450753,0.0003501599,0.001477103],"domain_scores_gemma":[0.9976423,0.000240208,0.0001723022,0.0006099766,0.0001357905,0.001199357],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0003070599,0.0006204679,0.05942734,0.0006890967,0.00002513232,0.000001340248,0.375276,0.0000261822,0.0003895946,0.003081793,0.4967908,0.06336512],"study_design_scores_gemma":[0.001252556,0.0002616191,0.5321888,0.0009717133,0.00007051811,0.000001146364,0.02140946,0.000183536,0.0000831186,0.00009431624,0.4429451,0.000538154],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8304679,0.0001009073,0.001547657,0.03924641,0.007034622,0.004403691,0.00007310256,0.0003420854,0.1167837],"genre_scores_gemma":[0.9526486,0.000004310894,0.001582593,0.03784612,0.001997804,0.0003535226,0.0000610032,0.00006500087,0.005441087],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4727614,"threshold_uncertainty_score":0.9986876,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02783064780004045,"score_gpt":0.4066629969543408,"score_spread":0.3788323491543004,"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."}}