{"id":"W4400408037","doi":"10.1016/j.ecns.2024.101571","title":"Integrating Branching Spherical Video Learning into Mental Health Nursing Clinical Education: Feasibility, Efficacy, and Student Impact","year":2024,"lang":"en","type":"article","venue":"Clinical Simulation in Nursing","topic":"Innovations in Medical Education","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Moncton; University of Alberta; University of Saskatchewan; University of New Brunswick","funders":"Saskatchewan Health Research Foundation","keywords":"Nursing; Nurse education; Mental health; Mental health nursing; Psychology; Branching (polymer chemistry); Medicine; Medical education; Psychotherapist; Materials science","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.002652378,0.0005536331,0.0003710231,0.0004749084,0.0003037731,0.0005856937,0.0007055734,0.0005744403,0.004346317],"category_scores_gemma":[0.00800941,0.0002139077,0.000542295,0.0002150544,0.0003679551,0.0006884059,0.001131064,0.0005930252,0.0004564799],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000412114,"about_ca_system_score_gemma":0.001569295,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009858899,"about_ca_topic_score_gemma":0.001346847,"domain_scores_codex":[0.9985967,0.0006702786,0.0001114647,0.0001352944,0.0002326461,0.0002537081],"domain_scores_gemma":[0.9968598,0.001235941,0.0002562379,0.0002321626,0.0003862256,0.001029633],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.01765115,0.1518237,0.04839619,0.001051835,0.0001170999,0.000468561,0.003734542,0.003316696,0.03222205,0.0002703877,0.0009517679,0.739996],"study_design_scores_gemma":[0.01040615,0.7202605,0.1985607,0.0005884116,0.000448297,0.001054157,0.004862977,0.01366062,0.04225234,0.0006879612,0.006988247,0.0002297284],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9953524,0.00005482841,0.001619965,0.0000673313,0.00002345757,0.002024627,0.00006305159,0.00007149071,0.000722879],"genre_scores_gemma":[0.9868238,0.0001980368,0.01007386,0.00005324082,0.00003096458,0.002097861,0.000146466,0.000007157469,0.0005686433],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004346317,"threshold_uncertainty_score":0.01453984,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06043261337591353,"score_gpt":0.5856429262011141,"score_spread":0.5252103128252006,"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."}}