{"id":"W4412898932","doi":"10.1007/s11191-025-00681-w","title":"Editorial Note","year":2025,"lang":"en","type":"editorial","venue":"Science & Education","topic":"Academic and Historical Perspectives in Psychology","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Political 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001197423,0.0002710834,0.0003166309,0.0006454083,0.0004972549,0.00006741754,0.001587646,0.001700381,0.0007530093],"category_scores_gemma":[0.002266348,0.0002749079,0.00009966537,0.001248026,0.001310024,0.0002217187,0.00009259291,0.002023784,0.001065099],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001697022,"about_ca_system_score_gemma":0.01436924,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000521239,"about_ca_topic_score_gemma":0.00001089591,"domain_scores_codex":[0.9965712,0.0001078747,0.0003765798,0.001254257,0.001120949,0.0005691245],"domain_scores_gemma":[0.9972994,0.0004835044,0.0002850307,0.0008745551,0.0008807912,0.0001767141],"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":[0.00003444009,0.0001775091,0.000003552386,0.000008763615,0.000007635715,2.196651e-7,0.002081645,1.025329e-7,0.0000222906,0.02388387,0.9628399,0.01094008],"study_design_scores_gemma":[0.0001752761,0.00006959273,0.00003453181,0.00003751083,0.00003765261,6.768e-7,0.0004298274,3.633318e-7,0.000002089291,0.008199822,0.9907612,0.0002514272],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.000002909131,0.0006433866,0.0002047267,0.0002817755,0.631747,0.0001637256,0.0000220885,0.00006219259,0.3668722],"genre_scores_gemma":[0.00007330384,0.00009181285,0.0002273706,0.0001412391,0.8697998,0.00007309597,0.00006066216,0.00001777115,0.129515],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.2380528,"threshold_uncertainty_score":0.9999703,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008943162430845959,"score_gpt":0.4088742118700542,"score_spread":0.3999310494392082,"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."}}