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Georgia Institute of Technology; Instituto Tecnológico y de Estudios Superiores de Monterrey; Simon Fraser University; Leibniz-Gemeinschaft; Sapienza Università di Roma; Gottfried Wilhelm Leibniz Universität Hannover; Sorbonne Université; Universidad Politécnica de Madrid; Universidade Federal de Uberlândia; Turun Yliopisto; U.S. Army Combat Capabilities Development Command; Athabasca University; University of Minnesota; Universiteit Utrecht; Trinity College Dublin; Universidad del Cauca; University of Sussex; Universidade Federal do Rio Grande do Sul; University of Alberta; Universidad Nacional de Educación a Distancia; Arizona State University; Universitat Pompeu Fabra; Université de Lorraine; North Carolina State University; Carnegie Mellon University; Université de Lyon; University of Technology Sydney; University of Central Florida; University of Southern California; University of Memphis; Università degli Studi di Cagliari; University of South Australia; McGill University; Beijing Normal University; Vanderbilt University; Euskal Herriko Unibertsitatea; Kanazawa University; Universiteit van Amsterdam; Georgia State University; University of Illinois at Urbana-Champaign; Colorado State University; Kindai University; École Polytechnique Fédérale de Lausanne; Valparaiso University; Northern Illinois University; Educational Testing Service; Northern Kentucky University; University College London","keywords":"Computer science; Artificial intelligence","routes":{"ca_aff":true,"ca_fund":true,"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"],"consensus_categories":[],"category_scores_codex":[0.0003413517,0.0002295816,0.0002156675,0.000849168,0.00004145737,0.0001172817,0.0009160007,0.0001931872,0.000004563685],"category_scores_gemma":[0.0001374993,0.0002470163,0.00002223392,0.001205887,0.000230941,0.0002975312,0.000221761,0.0006270881,0.00004673742],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006498084,"about_ca_system_score_gemma":0.000630551,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007052744,"about_ca_topic_score_gemma":0.0001457175,"domain_scores_codex":[0.9985355,0.000009063346,0.0003276209,0.0005075306,0.0002857428,0.0003345004],"domain_scores_gemma":[0.9992181,0.0001750841,0.00004824144,0.0004632655,0.00005132282,0.00004398336],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[6.347215e-7,0.000007299158,0.000004882841,0.00005403532,5.77293e-7,0.000006200894,0.0001551203,0.1487086,0.00007838952,0.0003398155,0.000117824,0.8505266],"study_design_scores_gemma":[0.000005873834,0.00001514619,0.00001935072,0.0006281677,0.000001048802,0.000005522126,2.734725e-7,0.4425459,0.00550338,0.550155,0.0008261609,0.000294182],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.00003528788,0.0003759222,0.9964652,0.00005415271,0.001599856,0.0001804521,0.0000051899,0.0006231642,0.000660787],"genre_scores_gemma":[0.03439039,0.0003002359,0.9634848,0.0003037697,0.0009626813,0.00007054728,0.00007267616,0.0001205386,0.0002944208],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.8502324,"threshold_uncertainty_score":0.9999982,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02135623024094063,"score_gpt":0.2953854935008512,"score_spread":0.2740292632599106,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). 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