{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":2,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":2,"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":"9faee84cc12d","filters":{"venue":"Lecture notes of the Unione Matematica Italiana"}},"results":[{"id":"W3026456300","doi":"10.1007/978-3-030-45247-6_20","title":"The Art of Research","year":2020,"lang":"it","type":"book-chapter","venue":"Lecture notes of the Unione Matematica Italiana","topic":"Scientific Computing and Data Management","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"McMaster University","funders":"","keywords":"Focus (optics); Advice (programming); Work (physics); Open research; Computer science; Management science; Psychology; Mathematics education; Engineering ethics; Engineering; World Wide Web; Mechanical engineering; Physics","authors":[{"name":"Enrico Carlini","is_ca":false},{"name":"Huy Tài Hà","is_ca":false},{"name":"Brian Harbourne","is_ca":false},{"name":"Adam Van Tuyl","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1417128171429804,"gpt":0.3720397098886527,"spread":0.2303268927456723,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","open_science","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.01489313,0.0004882264,0.001083746,0.0004546376,0.001125009,0.0007007351,0.007100066,0.0002849512,0.001392386],"category_scores_gemma":[0.01766084,0.0002363773,0.0006856028,0.001462627,0.002620064,0.0001097349,0.003952568,0.0009820936,0.001912822],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007202383,"about_ca_system_score_gemma":0.0002016766,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005576372,"about_ca_topic_score_gemma":0.0000435215,"domain_scores_codex":[0.9887227,0.0009462725,0.002401469,0.001137935,0.006170918,0.0006206776],"domain_scores_gemma":[0.9791651,0.01205961,0.001652933,0.005543788,0.001391621,0.0001869407],"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":[0.0001744188,0.0001462293,0.00005740012,0.001939225,0.00075648,0.00001806975,0.001648573,0.002120961,0.0005995152,0.7111446,0.2624988,0.01889581],"study_design_scores_gemma":[0.000342917,0.0002639906,0.0002167575,0.003907733,0.0002936819,0.00001378213,0.0005620227,0.007637759,0.003453928,0.5563226,0.426478,0.0005067902],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.0008717869,0.003986971,0.03554388,0.2461267,0.01105899,0.006777945,0.001217249,0.0001730272,0.6942435],"genre_scores_gemma":[0.8336274,0.0001684637,0.002948289,0.0005274818,0.00036318,0.0000148962,0.00004872901,0.0001056065,0.162196],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.8327556,"threshold_uncertainty_score":0.9995205,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3026289647","doi":"10.1007/978-3-030-45247-6_15","title":"An Introduction to the Waring Problem","year":2020,"lang":"en","type":"book-chapter","venue":"Lecture notes of the Unione Matematica Italiana","topic":"Tensor decomposition and applications","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"McMaster University","funders":"","keywords":"Mathematics; Computer science","authors":[{"name":"Enrico Carlini","is_ca":false},{"name":"Huy Tài Hà","is_ca":false},{"name":"Brian Harbourne","is_ca":false},{"name":"Adam Van Tuyl","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02560291618424219,"gpt":0.2694130310945411,"spread":0.2438101149102989,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002536635,0.0003379185,0.0004923813,0.00007891841,0.0002385986,0.0000760835,0.0008529123,0.0001943626,0.0003919547],"category_scores_gemma":[0.0002004853,0.0001933383,0.0002299505,0.0001405527,0.00009654256,0.00005162968,0.0001657079,0.0004192181,0.0001704485],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006413272,"about_ca_system_score_gemma":0.00003028322,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006141671,"about_ca_topic_score_gemma":0.00003341834,"domain_scores_codex":[0.9983193,0.00006974539,0.0006324395,0.0003793507,0.0004249018,0.0001742239],"domain_scores_gemma":[0.9975058,0.0002367318,0.0004827028,0.001501815,0.0001694566,0.0001034251],"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":[0.00001267341,0.00004817974,7.544588e-7,0.0006522618,0.0001412977,6.038666e-7,0.0007101508,0.0006324281,0.002165633,0.9712359,0.023798,0.0006020903],"study_design_scores_gemma":[0.0001134145,0.00007726841,0.00001184146,0.0004361836,0.0003772582,0.00002902225,0.00002773062,0.0003843021,0.00530906,0.9332342,0.05965282,0.0003468824],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.0007269087,0.0002436256,0.1803349,0.6860583,0.0009814096,0.00873176,0.0004831858,0.0008411118,0.1215987],"genre_scores_gemma":[0.7189566,0.00002455197,0.1873689,0.007247569,0.004957237,0.0003827809,0.0003336578,0.0007169695,0.08001165],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7182297,"threshold_uncertainty_score":0.7884105,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}