{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004336391,0.00007525272,0.0001083018,0.00004864518,0.000632206,0.00008327803,0.00009808405,0.0001081069,0.0001936504],"category_scores_gemma":[0.00004201336,0.00008299395,0.00003109942,0.0002818425,0.0003576583,0.0001179719,0.000001632929,0.000124815,0.00002138101],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006841515,"about_ca_system_score_gemma":0.0002378348,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005300114,"about_ca_topic_score_gemma":0.0005480635,"domain_scores_codex":[0.998724,0.0001059157,0.0001744458,0.0001647225,0.000477326,0.0003536012],"domain_scores_gemma":[0.9995812,0.00003967828,0.00005631592,0.00009636735,0.0001472447,0.00007918856],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001840397,0.00006226946,0.000348069,0.000003737142,0.000002106956,0.000001576343,0.006925337,5.490861e-7,0.0001131065,0.4159029,0.3625862,0.2140358],"study_design_scores_gemma":[0.0002280337,0.00003315694,0.0003152713,0.0002290287,0.000004544004,9.269187e-7,0.01113527,0.000003555406,0.000352283,0.03340365,0.9541492,0.0001450097],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.04926329,0.0009101185,0.003689244,0.1333924,0.001294104,0.000164825,0.00003172605,0.0003154287,0.8109388],"genre_scores_gemma":[0.9958901,0.00004362737,0.0006208853,0.000277619,0.0004428664,0.000002556299,0.00001165434,0.00001256196,0.002698158],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9466268,"threshold_uncertainty_score":0.4862481,"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."}}