{"id":"W2416459232","doi":"10.7748/ns.21.7.22.s24","title":"Nursing by numbers","year":2006,"lang":"en","type":"article","venue":"Nursing Standard","topic":"Healthcare innovation and challenges","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Population Health Research Institute","funders":"","keywords":"Nursing; Psychology; Medicine","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":[0.00499493,0.0008321901,0.0006056475,0.00159442,0.003083818,0.009328278,0.0008667901,0.002290555,0.06766027],"category_scores_gemma":[0.03511019,0.0004176668,0.0004245969,0.001461955,0.002869615,0.008350569,0.003889022,0.005346561,0.0495972],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002552497,"about_ca_system_score_gemma":0.004274106,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004438301,"about_ca_topic_score_gemma":0.007722271,"domain_scores_codex":[0.9927236,0.002157165,0.0005853029,0.0006460786,0.003414672,0.0004732222],"domain_scores_gemma":[0.9912771,0.002559401,0.0004943672,0.001162743,0.003239399,0.001266996],"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":[0.00002046891,0.00001041179,0.0003946874,0.00008957242,0.00000362409,0.00002290766,0.0003398507,0.00006589173,0.0001147546,0.166727,0.7296752,0.1025357],"study_design_scores_gemma":[0.000003002679,0.00001390331,0.0002554538,0.0001299988,9.295808e-7,0.00004542893,0.0001799054,0.00003717878,0.0000436344,0.01572872,0.9835549,0.000006924367],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001412568,0.01182663,0.009228366,0.110959,0.04740056,0.0001687035,0.0005461445,0.0004881808,0.8179698],"genre_scores_gemma":[0.02810968,0.01747791,0.01218797,0.04568226,0.009748532,0.0004392991,0.0007559194,0.0006780045,0.8849204],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.06766027,"threshold_uncertainty_score":0.2263461,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02306254952425154,"score_gpt":0.3897851943018344,"score_spread":0.3667226447775829,"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."}}