{"id":"W4417260875","doi":"10.1186/s12912-025-04145-y","title":"Effect of experiential learning based AI‑generated aging video simulation on knowledge, attitude and gerontophobia in nursing students","year":2025,"lang":"en","type":"article","venue":"BMC Nursing","topic":"Aging and Gerontology Research","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Experiential learning; Curriculum; Nursing research; Gerontological nursing; Nurse education; Aged care","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008286277,0.0001765907,0.000323851,0.0004463212,0.000182205,0.00004656333,0.0001406687,0.0001577074,0.00005192641],"category_scores_gemma":[0.0001324896,0.0001810385,0.00005088201,0.0003472059,0.0001795785,0.00006257863,0.00002182527,0.0003732282,0.00001065742],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002071686,"about_ca_system_score_gemma":0.00005112637,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005106038,"about_ca_topic_score_gemma":0.00002991211,"domain_scores_codex":[0.9975065,0.001197976,0.0002927422,0.0004382245,0.0001814112,0.0003831413],"domain_scores_gemma":[0.9988402,0.0007587323,0.00007300715,0.0002174337,0.0000577747,0.00005284129],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003836327,0.001594519,0.6563532,0.0002656705,0.00008362807,0.00002173313,0.03373874,0.0387379,0.003102094,0.0004414997,0.0004956799,0.261329],"study_design_scores_gemma":[0.01815283,0.002279006,0.6752205,0.01127431,0.0002119075,0.000008351722,0.005975432,0.2647705,0.02096116,0.0001221762,0.0002448809,0.0007788963],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9788463,0.001139771,0.0127552,0.0000629541,0.0008287644,0.0003272782,5.148901e-7,0.00005717528,0.005982012],"genre_scores_gemma":[0.9987202,6.072825e-7,0.0001189534,0.0000163047,0.00006086842,0.00002609453,0.000009105116,0.00001928107,0.001028614],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2605501,"threshold_uncertainty_score":0.7382534,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02495635662307652,"score_gpt":0.4727532553080129,"score_spread":0.4477968986849364,"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."}}