{"id":"W4412748593","doi":"10.2196/71653","title":"Readiness and Acceptance of Nursing Students Regarding AI-Based Health Care Technology on the Training of Nursing Skills in Saudi Arabia: Cross-Sectional Study","year":2025,"lang":"en","type":"article","venue":"JMIR Nursing","topic":"Artificial Intelligence in Healthcare and Education","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Cross-sectional study; Nursing; Feeling; Scale (ratio); Health care; Perception; Medicine; Psychology; Medical education; Family medicine; Social psychology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.001180545,0.0002735229,0.0002933326,0.0008313773,0.0004375241,0.0006847124,0.0003143046,0.0004995412,0.001531707],"category_scores_gemma":[0.002388225,0.0002633242,0.0003927769,0.0005012183,0.0002665452,0.0005106496,0.0005892276,0.0005175763,0.000335593],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004452978,"about_ca_system_score_gemma":0.000536971,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005145703,"about_ca_topic_score_gemma":0.00574089,"domain_scores_codex":[0.9994639,0.0001100115,0.00007677037,0.0000519071,0.0001849503,0.0001125632],"domain_scores_gemma":[0.998068,0.0003380831,0.0006567132,0.00005768909,0.0004862531,0.0003931766],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005563184,0.0003056462,0.9925029,0.00004433142,0.0000197834,0.00007977935,0.002935294,0.00002396484,0.0003991473,0.0000196636,0.00006664816,0.003547237],"study_design_scores_gemma":[0.00000464183,0.000611548,0.9898642,0.00004130233,0.00001882832,0.0001738634,0.008496955,0.000213216,0.00020271,0.00001221754,0.000350869,0.000009746508],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9997843,0.00003511748,0.00001496098,0.00001570827,0.000001321671,0.000008521074,0.00002149083,3.813541e-7,0.0001182374],"genre_scores_gemma":[0.9995806,0.0001060554,0.00004860479,0.00003302566,0.00000230784,0.00001311032,0.00004578691,4.253478e-7,0.0001701164],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005145703,"threshold_uncertainty_score":0.01023149,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1258550343692171,"score_gpt":0.5256905893280845,"score_spread":0.3998355549588675,"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."}}