{"id":"W4411539553","doi":"10.1037/amp0001514","title":"Integration by Dotun Adegbite","year":2025,"lang":"en","type":"article","venue":"American Psychologist","topic":"Architecture, Art, Education","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Psychology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001052572,0.0001271376,0.0001400377,0.0001144666,0.0002591897,0.00009297546,0.0001939357,0.00002087951,0.000808799],"category_scores_gemma":[0.00004058668,0.0001063226,0.00005215642,0.0001043462,0.001020593,0.0000988094,0.00001430269,0.0001628983,0.0002030845],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003952886,"about_ca_system_score_gemma":0.00002866868,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001500507,"about_ca_topic_score_gemma":0.001141324,"domain_scores_codex":[0.9991968,0.00007168641,0.0001906295,0.0002673115,0.0000854299,0.0001881789],"domain_scores_gemma":[0.9994325,0.00006638352,0.0001143764,0.0003001229,0.00005011009,0.00003653095],"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":[0.0000335414,0.0001385781,0.0008355766,0.000004515094,0.00002813063,5.781567e-7,0.0104305,0.000001138018,0.000674777,0.1051528,0.686967,0.1957329],"study_design_scores_gemma":[0.0001332495,0.0001126965,0.0032736,0.00001475112,0.00001343803,9.11553e-7,0.004956672,0.00001137916,0.0001908517,0.003706684,0.9874488,0.000136975],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1593927,0.0002715277,0.004665421,0.01419155,0.001591441,0.0002482188,0.00004803273,0.0002618116,0.8193293],"genre_scores_gemma":[0.9553297,0.00003935133,0.0004232345,0.006407144,0.0002327497,0.00003988634,0.00007464633,0.00001174733,0.03744151],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7959371,"threshold_uncertainty_score":0.8855782,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01674513159847321,"score_gpt":0.3061906265702268,"score_spread":0.2894454949717536,"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."}}