{"id":"W4411191450","doi":"10.31234/osf.io/uakq9_v2","title":"WITHDRAWN","year":2025,"lang":"en","type":"preprint","venue":"","topic":"Cognitive Abilities and Testing","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada; Courtois Foundation; Canada Research Chairs","keywords":"Scanner; Event (particle physics); Content (measure theory); Computer science; Psychology; Human–computer interaction; Artificial intelligence; Physics; Mathematics","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00174841,0.0009297813,0.0007333338,0.001552006,0.002214342,0.005658524,0.001472788,0.002609811,0.6041931],"category_scores_gemma":[0.01329775,0.0003357422,0.0007496929,0.001359447,0.0007570404,0.002419931,0.002940967,0.002777868,0.4680998],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001814479,"about_ca_system_score_gemma":0.003135351,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003662323,"about_ca_topic_score_gemma":0.004499347,"domain_scores_codex":[0.997831,0.000261539,0.0001680276,0.0003587653,0.001124452,0.0002561683],"domain_scores_gemma":[0.9932586,0.0008710094,0.000322642,0.0008553083,0.00363839,0.001054047],"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":[0.00006645854,0.00001342515,0.0002374873,0.0001471075,0.00000540207,0.000142978,0.00007310064,0.00001628772,0.0004255694,0.003811385,0.9635832,0.03147773],"study_design_scores_gemma":[0.000009433563,0.000008861564,0.0003979602,0.00007102166,0.000002984189,0.0001260263,0.00005547686,0.00001275132,0.0002289463,0.000680708,0.9984,0.000005779339],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.003593624,0.004806685,0.005020241,0.06804167,0.1043455,0.0007563382,0.05123851,0.006559463,0.7556379],"genre_scores_gemma":[0.01280747,0.002042887,0.001840901,0.01736207,0.01110922,0.0003776827,0.01763832,0.002176192,0.9346454],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3958069,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04916556012611831,"score_gpt":0.3601351345130078,"score_spread":0.3109695743868895,"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."}}