{"id":"W7129261812","doi":"10.5281/zenodo.18615494","title":"Conceptual and Governance Gaps in Nursing Regulatory Guidance","year":2025,"lang":"en","type":"preprint","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Artificial Intelligence in Healthcare and Education","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Accountability; Corporate governance; Health care; Scholarship; Face (sociological concept); Nexus (standard); Best practice","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":[0.1276093,0.0004832231,0.001114302,0.004309074,0.009552088,0.02512591,0.005032879,0.01578835,0.004116913],"category_scores_gemma":[0.1430167,0.0009181651,0.0009784657,0.004981398,0.05148345,0.0195012,0.01453214,0.01308006,0.0006497499],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0266374,"about_ca_system_score_gemma":0.06975809,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01743707,"about_ca_topic_score_gemma":0.01629979,"domain_scores_codex":[0.8593323,0.09581415,0.007763996,0.008533249,0.0212403,0.007316112],"domain_scores_gemma":[0.8118741,0.1443024,0.009279801,0.0098633,0.01932792,0.005352405],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000006661038,0.00002159189,0.0004546588,0.0000920601,0.000003365203,0.00006012518,0.006857134,0.0005218874,0.00002834798,0.9773495,0.002541696,0.01206305],"study_design_scores_gemma":[0.00002244047,0.00003420028,0.0007871524,0.00155661,0.00001267714,0.0001160738,0.01367249,0.001337175,0.0001448952,0.8940711,0.08820552,0.00003963294],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.04606527,0.01843129,0.1192495,0.6420299,0.001813611,0.0002621691,0.0001132525,0.0001665959,0.1718684],"genre_scores_gemma":[0.8775229,0.008694513,0.05175252,0.05154369,0.001174695,0.0008988172,0.0001253373,0.0001269127,0.008160518],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1276093,"threshold_uncertainty_score":0.6748707,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1028916585369306,"score_gpt":0.3763927415907476,"score_spread":0.273501083053817,"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."}}