{"id":"W2889192100","doi":"10.25336/csp29397","title":"Review essay on Rex B. Kline’s Principles and Practice of Structural Equation Modeling: Encouraging a fifth edition","year":2018,"lang":"en","type":"article","venue":"Canadian Studies in Population","topic":"Mental Health Research Topics","field":"Psychology","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Structural equation modeling; Covariance; Computer science; Structuring; Epistemology; Psychology; Sociology; Management science; Mathematics; Statistics; Political science; Law; Philosophy; Machine learning; Economics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.001006483,0.0000870442,0.0001750783,0.0002027727,0.0001387884,0.000005867038,0.00005680555,0.00005501116,0.0000525656],"category_scores_gemma":[0.001974058,0.00008422096,0.00001323251,0.0001966305,0.00007699507,0.0001517461,0.00002205994,0.0001333301,0.000007915528],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000600598,"about_ca_system_score_gemma":0.00008323244,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.04382015,"about_ca_topic_score_gemma":0.08239978,"domain_scores_codex":[0.9987135,0.0002882086,0.000375638,0.0002123746,0.0001724543,0.0002378069],"domain_scores_gemma":[0.9991311,0.0002159482,0.0001519721,0.000182119,0.0002155144,0.0001032906],"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":[0.001038037,0.0001914105,0.1923471,0.01218133,0.0004590159,0.0001091058,0.09834518,0.0020911,0.00003825277,0.2301953,0.0154426,0.4475616],"study_design_scores_gemma":[0.004919143,0.002854491,0.5080184,0.02627922,0.0003247287,0.0002008601,0.0310863,0.3162552,0.00003425376,0.03477585,0.07352885,0.001722765],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9210557,0.0477553,0.0003817858,0.00937744,0.002795202,0.002201231,0.00005677739,0.00003656366,0.01633999],"genre_scores_gemma":[0.9966196,0.001409613,0.0005156485,0.001005859,0.0002724271,0.00004037822,0.00005346924,0.000009031171,0.00007398221],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4458388,"threshold_uncertainty_score":0.9625471,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3645307407929098,"score_gpt":0.5264659678507784,"score_spread":0.1619352270578686,"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."}}