{"id":"W3032360828","doi":"10.1007/978-3-319-28099-8_483-1","title":"Structural Equation Modeling","year":2019,"lang":"en","type":"book-chapter","venue":"","topic":"Psychometric Methodologies and Testing","field":"Decision Sciences","cited_by":32,"is_retracted":false,"has_abstract":false,"ca_institutions":"Saint Mary's University","funders":"","keywords":"Structural equation modeling; Mathematics; Statistics","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":["metaresearch","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00316576,0.0002201104,0.0004641486,0.0006480767,0.00008233629,0.0002216391,0.0007720991,0.0002811623,0.007134791],"category_scores_gemma":[0.02038511,0.0001402961,0.0001963911,0.0001599281,0.00002623007,0.0001536548,0.0002078649,0.0002814799,0.001240123],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003790784,"about_ca_system_score_gemma":0.00007659831,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001797867,"about_ca_topic_score_gemma":0.000003520527,"domain_scores_codex":[0.9968717,0.00005464007,0.0007725633,0.0006383354,0.001466066,0.0001966712],"domain_scores_gemma":[0.9864874,0.01186808,0.0004200063,0.0008002458,0.0003609123,0.0000632933],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001326308,0.000001218115,0.0004306939,0.000007132153,0.00002998796,0.000003486391,0.00005952206,0.01592651,0.00001060871,0.5400003,0.004954292,0.438563],"study_design_scores_gemma":[0.00006772985,0.0000204816,0.00003323059,0.0000153375,0.000006756737,0.000003819536,0.00002999914,0.4014849,7.432712e-7,0.5840678,0.01410388,0.0001652983],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0005751567,0.0002649369,0.156388,0.000102311,0.001472511,0.0001367944,0.000006127636,0.00006404883,0.8409902],"genre_scores_gemma":[0.03113199,0.0000213576,0.02818908,0.0001621758,0.0002586207,6.278913e-7,0.000008093676,0.00002325928,0.9402048],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4383977,"threshold_uncertainty_score":0.9995375,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.8058461991614304,"score_gpt":0.4877753076383846,"score_spread":0.3180708915230459,"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."}}