{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0009161351,0.0009814954,0.0005103146,0.0008255005,0.001167972,0.004571574,0.002063853,0.001052108,0.4961302],"category_scores_gemma":[0.002621361,0.0005351974,0.0005082074,0.0009212226,0.0005947114,0.00277165,0.003718342,0.00191486,0.3399107],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002101824,"about_ca_system_score_gemma":0.001485584,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01065049,"about_ca_topic_score_gemma":0.02599778,"domain_scores_codex":[0.9990743,0.000141692,0.0000426381,0.0002372551,0.0003796539,0.0001243913],"domain_scores_gemma":[0.9985871,0.0003567084,0.00005488922,0.0003578414,0.0003418225,0.0003017255],"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":[0.0001301747,0.00007266001,0.000244708,0.0002040523,0.000004159456,0.0001206922,0.000468949,0.0004608177,0.002365505,0.01361152,0.7942727,0.188044],"study_design_scores_gemma":[0.0000152094,0.00002171034,0.0001667037,0.0000238488,0.000001410637,0.00007260303,0.00007870229,0.0007648328,0.0008518074,0.001529053,0.9964629,0.00001118288],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.004922892,0.0005249494,0.07744174,0.004540103,0.001630952,0.0005145616,0.02043096,0.07925124,0.8107426],"genre_scores_gemma":[0.01853611,0.000338572,0.03025514,0.00104135,0.0002357268,0.0004159577,0.0178043,0.010116,0.9212568],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4961302,"threshold_uncertainty_score":0.7187091,"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."}}