{"id":"W3149528906","doi":"10.1007/s11336-021-09758-1","title":"K. Sijtsma and A. L. Van Der Ark (2020): A Review of “Measurement Models for Psychological Attributes” CRC Press. 400 pp, $79.95 (paperback), $199.95 (hardback), $71.95 (eBook), ISBN: 9780367424527","year":2021,"lang":"en","type":"review","venue":"Psychometrika","topic":"Mental Health Research Topics","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Psychology; Library science; Sociology; Computer science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005005801,0.002778903,0.002800765,0.004972774,0.0004048138,0.002945275,0.002494567,0.002708772,0.02232151],"category_scores_gemma":[0.009341026,0.001450911,0.001443162,0.007034531,0.001453616,0.006244496,0.002308657,0.004912841,0.02350906],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001961582,"about_ca_system_score_gemma":0.002640529,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005076529,"about_ca_topic_score_gemma":0.007526853,"domain_scores_codex":[0.9979109,0.0006786673,0.000306774,0.000227583,0.0007951112,0.00008090751],"domain_scores_gemma":[0.9937401,0.004494897,0.0005873393,0.0001024059,0.0009186267,0.0001566264],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000467171,0.00002315866,0.0002333301,0.01182006,0.00007405884,0.00003410726,0.00007942853,0.0001096332,0.0001595896,0.002956974,0.2281297,0.7563334],"study_design_scores_gemma":[0.00002627819,0.00006836693,0.00267694,0.01968968,0.0001597519,0.0005901846,0.0001919502,0.0001774496,0.000215228,0.008748709,0.9673999,0.00005558531],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00002531933,0.9954973,0.0006460835,0.001858349,0.0009666903,0.000009198677,0.00007120959,0.00002833133,0.0008974179],"genre_scores_gemma":[0.0003665428,0.994821,0.001083935,0.0007903412,0.0007256619,0.00003055228,0.0001776237,0.00001874704,0.001985688],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.02232151,"threshold_uncertainty_score":0.07467294,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3951158765890522,"score_gpt":0.4931647776758236,"score_spread":0.09804890108677133,"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."}}