{"id":"W2946044132","doi":"10.12927/cjnl.2019.25819","title":"Transforming Nursing Practice through Digitalization","year":2019,"lang":"en","type":"article","venue":"Nursing leadership","topic":"Telemedicine and Telehealth Implementation","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Fanshawe College; Western University","funders":"","keywords":"Surprise; Anticipation (artificial intelligence); Nursing; Nursing care; Health care; Work (physics); Nursing practice; Nursing research; Psychology; Medicine; Political science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"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":[0.003484876,0.0002691353,0.0001721938,0.0005742706,0.004405951,0.01054158,0.000755478,0.00165316,0.0210958],"category_scores_gemma":[0.007502261,0.0001567804,0.0003379777,0.0006674503,0.005909615,0.007039526,0.007978686,0.003348125,0.003485505],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003846318,"about_ca_system_score_gemma":0.009878572,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01210245,"about_ca_topic_score_gemma":0.0225809,"domain_scores_codex":[0.9964812,0.001784338,0.0001097851,0.0001794701,0.0009081975,0.0005370408],"domain_scores_gemma":[0.9956914,0.0009774767,0.0002514966,0.0004089492,0.0006455264,0.002025097],"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":[0.0000399745,0.0002073443,0.001492232,0.0002777643,0.00001481745,0.0002623191,0.02128859,0.0001006334,0.000667732,0.07526109,0.5252661,0.3751215],"study_design_scores_gemma":[0.000008105851,0.00004388673,0.001398942,0.0003304657,0.000003209754,0.0001670647,0.01154586,0.0000386523,0.0001637712,0.006323755,0.9799635,0.00001280807],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.02473241,0.02499546,0.005461608,0.4446483,0.01517711,0.0001068824,0.00012255,0.0004221076,0.4843336],"genre_scores_gemma":[0.5048337,0.04850245,0.01529725,0.157919,0.008258503,0.0004176549,0.0002978692,0.00036205,0.2641114],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0210958,"threshold_uncertainty_score":0.07057244,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2073164795835915,"score_gpt":0.4045591962220183,"score_spread":0.1972427166384268,"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."}}