{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":1,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":1,"direct_label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline (scores rank; they never assert a category)","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12","author_layer_release":"2026-06-26"},"query_hash":"c1cf83419758","filters":{"venue":"Cognition and exploratory learning in the digital age"}},"results":[{"id":"W4401419173","doi":"10.1007/978-3-031-66462-5_3","title":"Sorcerer’s Apprentice? Exploring an AI-Driven Tool to Analyze Academic Texts","year":2024,"lang":"en","type":"book-chapter","venue":"Cognition and exploratory learning in the digital age","topic":"Topic Modeling","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of British Columbia","funders":"","keywords":"Apprenticeship; Computer science; Mathematics education; Art; History; Psychology; Archaeology","authors":[{"name":"Irina Tursunkulova","is_ca":true},{"name":"Suzanne de Castell","is_ca":true},{"name":"Jennifer Jenson","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.06850270548865223,"gpt":0.2705772373137657,"spread":0.2020745318251135,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.0003530842,0.0003505606,0.0002960827,0.0003930957,0.0001501996,0.001211617,0.0007085051,0.0001995228,0.00001757152],"category_scores_gemma":[0.00007249667,0.000307169,0.00009699688,0.0001497132,0.00006245631,0.001679567,0.0004860272,0.001448079,0.000556617],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004882823,"about_ca_system_score_gemma":0.00004623537,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":6.717389e-7,"about_ca_topic_score_gemma":0.000003117573,"domain_scores_codex":[0.9980254,0.00004983703,0.000412192,0.0007826867,0.0004186022,0.0003112421],"domain_scores_gemma":[0.999169,0.00009993649,0.0001034696,0.0004260787,0.00006132665,0.0001402108],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004745543,0.00006879078,0.0001042799,0.0004194996,0.0001368954,0.001129436,0.03997665,0.004852194,0.0002351629,0.4061446,0.0007992469,0.5460858],"study_design_scores_gemma":[0.001172927,0.0006956159,0.0002187255,0.005410019,0.0002302351,0.0001685128,0.004403791,0.07461254,0.0001096149,0.3810362,0.5283622,0.003579631],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.08922197,0.00268425,0.1463347,0.002692489,0.002617382,0.002445701,0.00009514708,0.002911111,0.7509972],"genre_scores_gemma":[0.9701964,0.0002012484,0.0003304932,0.001130508,0.0004459803,0.00013312,0.0001127723,0.00007835796,0.02737109],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8809745,"threshold_uncertainty_score":0.9999381,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}