{"id":"W4408796752","doi":"10.32920/28646366.v1","title":"Scanning resources to build an international nursing knowledge network","year":2025,"lang":"en","type":"preprint","venue":"","topic":"Nursing Diagnosis and Documentation","field":"Nursing","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Business; Knowledge management; Nursing; Computer science; Medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01012137,0.0003723254,0.0004744772,0.01583453,0.002870738,0.003962517,0.001274467,0.0008558562,0.01838795],"category_scores_gemma":[0.0309061,0.0003753651,0.0003368434,0.01340372,0.0006983259,0.007996236,0.006383722,0.0008379015,0.004739978],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00298773,"about_ca_system_score_gemma":0.007044337,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01054607,"about_ca_topic_score_gemma":0.01754034,"domain_scores_codex":[0.9926542,0.003499553,0.000829526,0.0007708509,0.001561947,0.0006838657],"domain_scores_gemma":[0.9706294,0.01408531,0.003580981,0.00288221,0.00656087,0.002261287],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000299741,0.0003639531,0.1183127,0.002384416,0.00008957463,0.00110143,0.08609834,0.001620122,0.003801756,0.01613871,0.06373505,0.7060542],"study_design_scores_gemma":[0.00005462525,0.0002481588,0.08850241,0.002305297,0.0001063564,0.0003528034,0.1453398,0.003140031,0.004077121,0.009647954,0.7460687,0.0001567798],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.4969984,0.002181758,0.05747883,0.009708092,0.000441108,0.01235768,0.03194601,0.001353885,0.3875342],"genre_scores_gemma":[0.7368343,0.002342794,0.1878312,0.001406951,0.0001974716,0.01418744,0.02856204,0.0005350679,0.0281028],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.01838795,"threshold_uncertainty_score":0.06151378,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02467715812743846,"score_gpt":0.3827732413215807,"score_spread":0.3580960831941423,"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."}}