{"id":"W1891559475","doi":"10.56105/cjsae.v22i2.972","title":"Scenario testing in undergraduate nursing education: Assessment for learning","year":2010,"lang":"en","type":"article","venue":"Canadian Journal for the Study of Adult Education","topic":"Evaluation and Performance Assessment","field":"Decision Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Laurentian University","funders":"","keywords":"Adult education; Psychology; Nursing; Pedagogy; Sociology; Medical education; Medicine","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003591662,0.0001025562,0.0001564164,0.0004970303,0.001207185,0.0003620555,0.0004618438,0.00003978039,0.0000738079],"category_scores_gemma":[0.004412428,0.00007382873,0.00006414432,0.0005903048,0.00006306566,0.0003120552,0.000006020593,0.000401413,0.00000387301],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002870173,"about_ca_system_score_gemma":0.01361173,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003479121,"about_ca_topic_score_gemma":0.1021277,"domain_scores_codex":[0.9982953,0.0001299183,0.0006449441,0.0001999127,0.0004820045,0.0002479308],"domain_scores_gemma":[0.9954681,0.001220456,0.000498169,0.0002568981,0.00233227,0.0002241112],"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":[0.00001481975,0.0004888782,0.304457,0.000007855007,0.00001738917,9.397352e-8,0.01020436,0.002704109,0.0001234116,0.005768786,0.005741983,0.6704713],"study_design_scores_gemma":[0.00137463,0.0008456619,0.6392126,0.0002254514,0.00007697361,0.00004736645,0.2376607,0.0270883,0.00004180392,0.07066128,0.02251732,0.0002479312],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9716003,0.00005040084,0.002291872,0.01465354,0.006713322,0.001388812,0.000002976954,0.00000431563,0.00329447],"genre_scores_gemma":[0.9916435,0.000002888325,0.005833679,0.0001803068,0.0004694235,0.0001527408,0.000005036273,0.00001138574,0.001701069],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6702234,"threshold_uncertainty_score":0.9919802,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1392734850905065,"score_gpt":0.5063640040421861,"score_spread":0.3670905189516796,"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."}}