{"id":"W7117407204","doi":"10.1080/10376178.2025.2605420","title":"Rethinking digital transformation in nursing","year":2025,"lang":"en","type":"article","venue":"Contemporary Nurse","topic":"Educational Leadership and Innovation","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Vancouver Coastal Health","funders":"","keywords":"Interoperability; Digital health; Digital transformation; eHealth; Project commissioning; Health informatics; MEDLINE; Health care","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":[0.0003887953,0.00004679344,0.00006319983,0.0001782554,0.0001566524,0.00009130893,0.0000947439,0.0000679528,0.00002617255],"category_scores_gemma":[0.0001250308,0.00005242731,0.00002216832,0.0005724841,0.0001293458,0.001100408,0.000001258032,0.0001089207,0.00001333731],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001467211,"about_ca_system_score_gemma":0.0004518545,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000998293,"about_ca_topic_score_gemma":0.00005148457,"domain_scores_codex":[0.9994083,0.00005764075,0.0001884302,0.00009497818,0.0001372178,0.0001134215],"domain_scores_gemma":[0.9997492,0.00006914424,0.00003751711,0.00006101276,0.00006183436,0.00002128252],"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":[0.00001575402,0.00007233355,0.01336765,0.000008186757,0.000002463113,5.337548e-7,0.1192298,0.000001437111,0.00002116439,0.8296795,0.004506222,0.03309497],"study_design_scores_gemma":[0.0008676,0.00002730005,0.03604572,0.001215798,0.000005510702,3.947209e-7,0.2068796,0.0001536406,0.0002294219,0.5896715,0.1646256,0.0002780095],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.117678,0.0002151718,0.0004717868,0.03950288,0.000603041,0.0001861371,0.00000163297,0.00005108993,0.8412903],"genre_scores_gemma":[0.9966892,0.000003276591,0.00003802766,0.0005437965,0.0000800351,0.000008479481,0.00003546024,0.000002815609,0.002598914],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8790112,"threshold_uncertainty_score":0.2137924,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05408814009131819,"score_gpt":0.3701331412741017,"score_spread":0.3160450011827836,"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."}}