{"id":"W4247011641","doi":"10.1348/000712609x448243","title":"Book Review","year":2009,"lang":"en","type":"article","venue":"British Journal of Psychology","topic":"Psychometric Methodologies and Testing","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Psychology; SAGE; Structural equation modeling; Psychoanalysis; Statistics; Mathematics; Physics","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":[],"category_scores_codex":[0.009836865,0.00008468822,0.0005630445,0.0003250024,0.00007239555,0.00009320179,0.001069753,0.00007755693,0.004346448],"category_scores_gemma":[0.06155508,0.00007178497,0.0002461742,0.001185262,0.00006686235,0.0002528495,0.00002564498,0.0003866327,0.00008797499],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001085026,"about_ca_system_score_gemma":0.00003286241,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001521141,"about_ca_topic_score_gemma":3.671275e-7,"domain_scores_codex":[0.9966902,0.0007275534,0.001344193,0.0002428697,0.0007466988,0.0002485586],"domain_scores_gemma":[0.9945047,0.003458432,0.00102284,0.0003229838,0.0005448604,0.0001461628],"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":[0.000006243085,0.00002830093,0.0001625171,0.000001928282,0.000003795201,0.0002447309,0.000003051602,4.326079e-7,0.00002847239,0.00001520826,0.5463587,0.4531466],"study_design_scores_gemma":[0.0003862236,0.00035006,0.1006425,0.0004372621,0.00001175146,0.01960521,0.000009305179,0.000001349658,0.00000515422,0.0191137,0.8593615,0.00007603066],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"commentary","genre_scores_codex":[0.002068368,0.9340265,0.01408045,0.02076244,0.001675814,0.00007734464,0.000002079521,0.00001449747,0.02729254],"genre_scores_gemma":[0.01292147,0.4676895,0.04029922,0.4727166,0.001140943,0.000001392512,6.239365e-7,0.00001590625,0.005214324],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.4663369,"threshold_uncertainty_score":0.9965637,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3643998450583174,"score_gpt":0.536101019684075,"score_spread":0.1717011746257576,"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."}}