{"id":"W3216223175","doi":"10.19173/irrodl.v22i4.5587","title":"A Construct Revalidation of the Community of Inquiry Survey: Empirical Evidence for a General Factor Under a Bifactor Structure","year":2021,"lang":"en","type":"article","venue":"The International Review of Research in Open and Distributed Learning","topic":"Online and Blended Learning","field":"Social Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Categorical variable; Confirmatory factor analysis; Reliability (semiconductor); Construct validity; Psychology; Construct (python library); Factor analysis; Revalidation; Validity; Statistics; Structural equation modeling; Psychometrics; Computer science; Mathematics; Clinical 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.1264971,0.0005837315,0.001143922,0.006480172,0.003339919,0.004313248,0.001886479,0.001034604,0.001356894],"category_scores_gemma":[0.2563493,0.0006305,0.001464904,0.006145258,0.005627356,0.00503842,0.006753474,0.003058862,0.0002099756],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006837758,"about_ca_system_score_gemma":0.01226642,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01237513,"about_ca_topic_score_gemma":0.01342114,"domain_scores_codex":[0.918291,0.04844451,0.005512434,0.006095508,0.01976928,0.001887179],"domain_scores_gemma":[0.7242739,0.1611018,0.02007338,0.03552421,0.0552828,0.003743871],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002009517,0.0002659929,0.7351584,0.0008825893,0.0002815276,0.00008192747,0.04249579,0.0007525372,0.0010805,0.02614242,0.001555019,0.1911022],"study_design_scores_gemma":[0.0001241864,0.001491554,0.7928805,0.002857311,0.0005071654,0.0005361196,0.1128646,0.02300254,0.002826205,0.03600693,0.02656648,0.000336414],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9087933,0.001026306,0.07217076,0.002506959,0.000206688,0.002371839,0.0003532264,0.0001547242,0.01241618],"genre_scores_gemma":[0.9691536,0.0003024949,0.02787403,0.000400712,0.00002416964,0.00136084,0.0003196266,0.00005862425,0.0005058679],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1264971,"threshold_uncertainty_score":0.6689887,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5258508220694923,"score_gpt":0.5853244875865714,"score_spread":0.05947366551707911,"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."}}