{"id":"W3184614476","doi":"10.5539/hes.v11n3p169","title":"Confirmatory Factors Analysis Practice Level and Guidelines for Developing Teachers&amp;#39; Performance Standards and Conduct Standards","year":2021,"lang":"en","type":"article","venue":"Higher Education Studies","topic":"Educational Assessment and Improvement","field":"Decision Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Mahasarakham University","keywords":"Confirmatory factor analysis; Psychology; Professional standards; Certification; Medical education; Professional development; Compliance (psychology); Structural equation modeling; Medicine; Statistics; Pedagogy; Engineering; Mathematics; Social psychology; Political science","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":[0.00316899,0.0002073072,0.0004450335,0.0002667046,0.0005146958,0.0003498518,0.0001343936,0.00005032443,0.0001617183],"category_scores_gemma":[0.004573933,0.0001537613,0.00007404231,0.0007643692,0.0001571704,0.0007439866,0.0001299086,0.00008520218,0.00000250156],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003110799,"about_ca_system_score_gemma":0.002350514,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002916899,"about_ca_topic_score_gemma":0.00006314407,"domain_scores_codex":[0.9970604,0.0001448997,0.0007100373,0.0005377467,0.001342874,0.0002040436],"domain_scores_gemma":[0.9826586,0.001655486,0.000372479,0.0002867426,0.0149389,0.00008774068],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006282011,0.0002647937,0.4533599,0.000164441,0.003033821,3.975091e-7,0.01507184,0.00001579582,0.0006460323,0.01964539,0.4816526,0.02608221],"study_design_scores_gemma":[0.0002217232,0.00002689759,0.206564,0.00003239825,0.0002951686,0.000002493858,0.05827511,0.000006045411,0.0003100406,0.001043948,0.7330354,0.0001867834],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9485591,0.01750637,0.002145253,0.02904375,0.001645049,0.0002316218,0.0002227621,0.00002185758,0.000624207],"genre_scores_gemma":[0.9153922,0.003104354,0.04970678,0.003765766,0.0003526883,0.0001720214,0.00008507781,0.0000189671,0.02740221],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2513828,"threshold_uncertainty_score":0.6270203,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.606073625898713,"score_gpt":0.5979067182492847,"score_spread":0.008166907649428401,"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."}}