{"id":"W4393262255","doi":"10.5539/ies.v17n2p72","title":"Confirmatory Factor Analysis Affecting Aptitude in the Specialized Nursing Competency of Nursing Students","year":2024,"lang":"en","type":"article","venue":"International Education Studies","topic":"Healthcare Education and Workforce Issues","field":"Nursing","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Confirmatory factor analysis; Aptitude; Psychology; Nursing; Statistical analysis; Medical education; Medicine; Structural equation modeling; Developmental psychology","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":[],"consensus_categories":[],"category_scores_codex":[0.0004829095,0.0001533509,0.000294123,0.0007725169,0.0001360301,0.000156851,0.0003512664,0.00004814772,0.0001306713],"category_scores_gemma":[0.0004543943,0.0001235606,0.0001496894,0.001000202,0.0001489353,0.0002090702,0.00001675358,0.0002118651,0.00002552234],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006506629,"about_ca_system_score_gemma":0.0001927331,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001813041,"about_ca_topic_score_gemma":0.0001069597,"domain_scores_codex":[0.9981161,0.0002384075,0.0005561247,0.0002755792,0.0006302611,0.0001834769],"domain_scores_gemma":[0.9983627,0.0006676125,0.0001551751,0.000182506,0.0005931294,0.00003884075],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0001197468,0.002803377,0.2504854,0.0002616264,0.002029231,0.000004811678,0.4679444,0.0001376748,0.0004502736,0.01868866,0.01832959,0.2387452],"study_design_scores_gemma":[0.0004732277,0.00008427872,0.6993679,0.005078127,0.0006271609,0.00001996996,0.2609735,0.0004497358,0.0007373719,0.005753547,0.02602879,0.0004063687],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9470422,0.0087827,0.000187509,0.01914313,0.01871003,0.0003313735,0.00001182332,0.00006905073,0.005722241],"genre_scores_gemma":[0.9977497,0.0001576643,0.0004555234,0.0004487045,0.0007473539,0.00004137454,0.00003040556,0.00001420182,0.0003550296],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4488825,"threshold_uncertainty_score":0.5038653,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1066662396230207,"score_gpt":0.5233152827740805,"score_spread":0.4166490431510598,"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."}}