{"id":"W4409852885","doi":"10.31468/dwr.1119","title":"Ctrl+AI+Learn","year":2025,"lang":"en","type":"article","venue":"Discourse and Writing/Rédactologie","topic":"Evolutionary Algorithms and Applications","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Psychology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001589532,0.0001229175,0.0001447307,0.0000867575,0.0003173221,0.000154625,0.0004581401,0.00007260636,0.00001281693],"category_scores_gemma":[0.00003415248,0.000108671,0.00005121778,0.0003220114,0.0001405448,0.0003333204,0.0002724866,0.0001897918,0.00003184514],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002020988,"about_ca_system_score_gemma":0.00009730829,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002144309,"about_ca_topic_score_gemma":0.000003806914,"domain_scores_codex":[0.9990183,0.00002993202,0.0001835059,0.0003799838,0.0001052878,0.0002830013],"domain_scores_gemma":[0.9993155,0.0001276107,0.00004402531,0.0003917066,0.00005611936,0.00006501115],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000001834255,0.000102944,0.008651242,0.00001397348,0.00001869413,0.00001280003,0.00007386881,0.00001569586,0.0002568363,0.8807683,0.008434498,0.1016493],"study_design_scores_gemma":[0.002035982,0.0002459668,0.3674852,0.0003087743,0.0001009836,0.0001279787,0.002875573,0.09131862,0.002923577,0.3915208,0.1395603,0.001496162],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1419147,0.003395483,0.7165543,0.09404901,0.0004552915,0.0004039497,0.00001968214,0.0007797796,0.04242783],"genre_scores_gemma":[0.9839,0.0002040472,0.01275006,0.00149917,0.00007249085,0.00004517163,0.000008480062,0.00000502375,0.001515541],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8419853,"threshold_uncertainty_score":0.4431474,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05086466008248831,"score_gpt":0.3887336018004602,"score_spread":0.3378689417179719,"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."}}