{"id":"W2315513682","doi":"10.7748/ns2012.09.27.2.70.s55","title":"Nursing revolution in vein care","year":2012,"lang":"en","type":"article","venue":"Nursing Standard","topic":"Diagnosis and Treatment of Venous Diseases","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"World Federation of Science Journalists","funders":"","keywords":"Nursing; Vascular access; Medicine; Nursing care; Psychology; Surgery","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":[0.00006998261,0.0001053507,0.0002003227,0.0001058051,0.00007242601,0.00001452617,0.00002511577,0.00005429914,0.00006827826],"category_scores_gemma":[0.00004265362,0.00009605135,0.00006740128,0.0001326795,0.00006754076,0.0001240346,0.000002545956,0.00007967195,0.00002108828],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001207086,"about_ca_system_score_gemma":0.00009138892,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001195039,"about_ca_topic_score_gemma":0.000003013966,"domain_scores_codex":[0.9991269,0.00002544577,0.0001322411,0.0001371019,0.0002492531,0.000329036],"domain_scores_gemma":[0.9995885,0.00001977803,0.00003116168,0.0001549988,0.00005526358,0.0001502681],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0008333392,0.00923442,0.4659384,0.0001281537,0.00004079535,0.00004749431,0.00987973,0.000006369113,0.0001685135,0.003648877,0.01283405,0.4972398],"study_design_scores_gemma":[0.004482731,0.002551639,0.960094,0.009864906,0.000456293,0.00005735309,0.005743693,0.00001399503,0.002881089,0.000868917,0.01268829,0.0002970423],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9203052,0.02518744,0.0001406913,0.001256313,0.0005700791,0.0003331306,0.0000354311,0.00009326709,0.05207847],"genre_scores_gemma":[0.998683,0.00007223096,0.0008105025,0.00006594287,0.000217925,0.00001117546,0.00004876856,0.00001892799,0.00007148254],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4969428,"threshold_uncertainty_score":0.391686,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01821229270830923,"score_gpt":0.3433066728359201,"score_spread":0.3250943801276109,"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."}}