{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01263833,0.001128079,0.001414106,0.001013201,0.01154407,0.01281669,0.002052767,0.01431281,0.08853498],"category_scores_gemma":[0.05567276,0.0007279023,0.001373994,0.0009675301,0.00649707,0.01237633,0.008011399,0.02441909,0.0363172],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0051455,"about_ca_system_score_gemma":0.01756375,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0166164,"about_ca_topic_score_gemma":0.03498868,"domain_scores_codex":[0.9869066,0.00407897,0.0005295727,0.001032901,0.004507,0.002944916],"domain_scores_gemma":[0.8913456,0.0178517,0.004046772,0.00517825,0.02378208,0.05779572],"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":[0.00003004566,0.000058153,0.0003841427,0.0001657069,0.00001638222,0.00007011362,0.0004639071,0.00005016508,0.0001892031,0.003310947,0.9692054,0.0260558],"study_design_scores_gemma":[0.00002899491,0.00007158313,0.002502132,0.0005695165,0.000008472133,0.0001917634,0.00561317,0.00008670915,0.0001343519,0.009029026,0.9816819,0.00008249153],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0009738217,0.003566102,0.000611359,0.9435234,0.04000775,0.00001426752,0.00006304032,0.0001783573,0.01106189],"genre_scores_gemma":[0.02075925,0.01103883,0.003883253,0.8347068,0.02948781,0.0001126252,0.0002872384,0.0004773427,0.09924679],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.08853498,"threshold_uncertainty_score":0.296179,"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."}}