{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.009304151,0.0005882549,0.0004627924,0.0008611702,0.002912962,0.004444154,0.001131047,0.01078841,0.01270052],"category_scores_gemma":[0.02767905,0.0002325369,0.0006688792,0.0005077653,0.004886444,0.004193587,0.002919284,0.01753764,0.003187246],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003208433,"about_ca_system_score_gemma":0.006861308,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002784394,"about_ca_topic_score_gemma":0.007026589,"domain_scores_codex":[0.9944924,0.001981296,0.0002755225,0.0002748561,0.002379751,0.0005962471],"domain_scores_gemma":[0.9814662,0.008397587,0.0005765896,0.000907079,0.004028359,0.004624245],"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":[0.00006469601,0.0001618724,0.0005770683,0.0002581801,0.00001646742,0.0002521573,0.0003514546,0.0001447476,0.0002410088,0.05285784,0.844478,0.1005967],"study_design_scores_gemma":[0.00005092993,0.0001443508,0.0009480825,0.0007226453,0.0000112555,0.0005875558,0.0006411655,0.000193464,0.0002122815,0.02020425,0.9762629,0.00002132271],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.001553213,0.03243068,0.001238612,0.8706429,0.06991676,0.00001425852,0.00002986357,0.00007414624,0.02409953],"genre_scores_gemma":[0.05762751,0.06626695,0.004746024,0.7232915,0.104795,0.00008915933,0.000108001,0.00009784506,0.04297797],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01270052,"threshold_uncertainty_score":0.04920566,"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."}}