{"id":"W4391916423","doi":"10.2196/54443","title":"Technology-Supported Guidance Models to Stimulate Nursing Students’ Self-Efficacy in Clinical Practice: Scoping Review","year":2024,"lang":"en","type":"article","venue":"JMIR Nursing","topic":"Simulation-Based Education in Healthcare","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Lovisenberg Diakonale Høgskole; Universidade Federal de Santa Catarina","keywords":"Nursing; Psychology; Medical education; Medicine","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001491456,0.0002522019,0.0006163613,0.0006538953,0.0001183612,0.0000781134,0.0002201677,0.0002731124,0.00006064366],"category_scores_gemma":[0.0008310236,0.0002639541,0.0001194342,0.002154493,0.0000935198,0.0003761292,0.00003712509,0.0008394827,0.0001401755],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001252594,"about_ca_system_score_gemma":0.001304351,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009168891,"about_ca_topic_score_gemma":8.704428e-7,"domain_scores_codex":[0.9963188,0.0002151933,0.001510715,0.0007844017,0.0006448973,0.0005259902],"domain_scores_gemma":[0.9974024,0.0009115222,0.0001986035,0.0007113949,0.0004728011,0.0003033165],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0006018577,0.01324884,0.04985403,0.02628912,0.000252496,0.0006080432,0.0240042,0.008232797,0.0001244702,0.001905517,0.02297094,0.8519077],"study_design_scores_gemma":[0.001803827,0.000466287,0.04677275,0.9148489,0.000399296,0.0002155265,0.001739234,0.03127699,0.00005475185,0.0009382689,0.000980388,0.0005037713],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6754698,0.1221626,0.003955561,0.1714312,0.005286485,0.01547695,0.000007194191,0.002402021,0.003808201],"genre_scores_gemma":[0.9748687,0.001072567,0.01870122,0.004407703,0.0004818959,0.0002530242,0.00002688039,0.00008656603,0.0001014282],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8885598,"threshold_uncertainty_score":0.9999813,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1129608005426652,"score_gpt":0.5638147039621602,"score_spread":0.4508539034194949,"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."}}