{"id":"W2320736116","doi":"10.7748/ns2012.12.27.15.5.p10121","title":"More must be done to alleviate the huge pressure on nurses","year":2012,"lang":"en","type":"article","venue":"Nursing Standard","topic":"Healthcare Systems and Challenges","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Royal Canadian Navy","funders":"","keywords":"Austerity; Payment; Government (linguistics); Welfare; Reading (process); Public spending; Statement (logic); Climb; Economics; Political science; Law; Finance; Engineering","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.001271988,0.0002204796,0.0003574812,0.00007163257,0.001319988,0.00001691533,0.0002302376,0.0002912834,0.0003150048],"category_scores_gemma":[0.0001822737,0.0001404401,0.00007254473,0.0001584047,0.00008256783,0.00009779185,0.00003309464,0.0008386296,0.0002032825],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002939077,"about_ca_system_score_gemma":0.000207952,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002429628,"about_ca_topic_score_gemma":0.0001766765,"domain_scores_codex":[0.996993,0.0006828961,0.0004257871,0.0002740305,0.0006058366,0.001018443],"domain_scores_gemma":[0.9982786,0.0003434796,0.0001458631,0.0006181359,0.0002065966,0.0004073442],"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":[0.0005257864,0.0001999474,0.004382764,0.0005170367,0.00008119118,0.000004084653,0.2394346,0.00001771727,0.0001115347,0.02529724,0.6629336,0.06649452],"study_design_scores_gemma":[0.0004071753,0.0002314575,0.01458055,0.001710434,0.00003365501,0.000002240749,0.03813402,0.000003529186,0.00004877656,0.0001059291,0.9445703,0.0001719299],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4563578,0.009025428,0.0004157358,0.3519529,0.01650948,0.00429059,0.0007088858,0.0005422547,0.160197],"genre_scores_gemma":[0.9848309,0.00007792169,0.0001195849,0.005103787,0.002428685,0.0001516381,0.000008577672,0.00005657582,0.007222336],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5284731,"threshold_uncertainty_score":0.9999802,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1336750552596651,"score_gpt":0.5086138597451215,"score_spread":0.3749388044854564,"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."}}