{"id":"W4387392332","doi":"10.1177/10784535231195426","title":"Uptake of Innovations in Nursing: The Necessity for Implementation Science","year":2023,"lang":"en","type":"article","venue":"Creative Nursing","topic":"Health Policy Implementation Science","field":"Health Professions","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Nursing practice; Clinical Practice; Bridge (graph theory); Process (computing); Nursing research; Nursing; Nursing science; Medicine; Engineering ethics; Medical education; Computer science; Engineering","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.004967627,0.00009171601,0.0001698247,0.0006119843,0.001841493,0.0000163863,0.0003102849,0.00004285926,0.000100091],"category_scores_gemma":[0.001874232,0.00007354921,0.00002495481,0.005234326,0.0008193219,0.0004024528,0.00003080177,0.000197256,0.00002735327],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007272722,"about_ca_system_score_gemma":0.001695888,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001932632,"about_ca_topic_score_gemma":0.0001251766,"domain_scores_codex":[0.997483,0.0003103796,0.000827236,0.0002701463,0.0004094935,0.0006997036],"domain_scores_gemma":[0.9970121,0.001607262,0.0004252644,0.0002369127,0.0006454153,0.00007299563],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.00008852051,0.00008581558,0.07142425,0.000155542,0.000006945544,3.956609e-7,0.3863257,0.00003793321,0.02934339,0.2552932,0.03208443,0.2251539],"study_design_scores_gemma":[0.0009444171,0.00006701603,0.8478557,0.0004661622,0.000008096631,2.922004e-7,0.1281234,0.0008062801,0.003169724,0.01602351,0.002451396,0.00008404312],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9532213,0.000006603437,0.00675273,0.0253788,0.0005587122,0.002136915,0.0001025531,0.00006467604,0.01177775],"genre_scores_gemma":[0.9966223,0.00000459189,0.001547683,0.001139552,0.00009431881,0.0003498778,0.00002104954,0.0000110245,0.0002095728],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7764314,"threshold_uncertainty_score":0.999458,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6473616157063812,"score_gpt":0.7505419221578646,"score_spread":0.1031803064514835,"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."}}