{"id":"W2025195279","doi":"10.1891/1061-3749.20.2.75","title":"Development and Psychometric Assessment of the Undergraduate Nursing Student Academic Satisfaction Scale (UNSASS)","year":2012,"lang":"en","type":"article","venue":"Journal of Nursing Measurement","topic":"Nursing education and management","field":"Nursing","cited_by":40,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Windsor","funders":"","keywords":"Cronbach's alpha; Scale (ratio); Psychology; Psychometrics; Bachelor; Psychometric testing; Test (biology); Content validity; Item analysis; Nursing; Clinical psychology; Medical education; Medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002619999,0.0002163322,0.0003380679,0.0005510977,0.0002900276,0.00005450849,0.000236569,0.00008653411,0.000009915153],"category_scores_gemma":[0.00007217485,0.0001639743,0.000124838,0.0006243835,0.0001307315,0.0003415055,0.00001964181,0.0004946077,0.000001738379],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002949429,"about_ca_system_score_gemma":0.0001516429,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004400993,"about_ca_topic_score_gemma":0.000003926606,"domain_scores_codex":[0.9962761,0.0002696062,0.0009216289,0.0001721901,0.001953317,0.0004071705],"domain_scores_gemma":[0.9980338,0.00004131427,0.001082042,0.0002473471,0.0003786113,0.0002169415],"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":[0.0001264835,0.002127621,0.1643594,0.00009819312,0.0001688325,2.616428e-7,0.01420114,0.00009736828,0.02839313,0.0004993501,0.01741049,0.7725177],"study_design_scores_gemma":[0.0009734994,0.0001502411,0.9764339,0.002833429,0.0003460192,0.00006582507,0.003762694,0.00002453579,0.008761605,0.0004740984,0.005989007,0.0001851765],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9565321,0.002261488,0.003272469,0.01112247,0.02405197,0.0004622681,5.542661e-7,0.00002171912,0.002274926],"genre_scores_gemma":[0.9919574,0.00005914679,0.007361661,0.0001695386,0.0003377984,0.000004843297,3.816999e-7,0.00002725895,0.0000819899],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8120744,"threshold_uncertainty_score":0.7712655,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1053461331784495,"score_gpt":0.3967677349018499,"score_spread":0.2914216017234004,"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."}}