{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":4,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":4,"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":"a69020d03e21","filters":{"venue":"Interaction of mechanics and mathematics"}},"results":[{"id":"W4230194830","doi":"10.1007/3-540-32386-4","title":"Macroscopic Transport Equations for Rarefied Gas Flows","year":2005,"lang":"en","type":"book","venue":"Interaction of mechanics and mathematics","topic":"Gas Dynamics and Kinetic Theory","field":"Mathematics","cited_by":456,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Victoria; Natural Sciences and Engineering Research Council","funders":"","keywords":"Mechanics; Statistical physics; Physics; Classical mechanics","authors":[{"name":"Henning Struchtrup","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0366706238156233,"gpt":0.3081984216275351,"spread":0.2715277978119118,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004666665,0.0003577736,0.0007371291,0.0001918023,0.00007798993,0.00002652045,0.000199047,0.0003689766,0.0002196372],"category_scores_gemma":[0.000179652,0.0003420434,0.000274999,0.00003811702,0.00001961188,0.0000683071,0.00004375655,0.0002885325,0.000007348856],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000995339,"about_ca_system_score_gemma":0.000128576,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001945245,"about_ca_topic_score_gemma":0.00006131184,"domain_scores_codex":[0.9982529,0.00001627377,0.0009480242,0.0002915073,0.0002710453,0.0002202624],"domain_scores_gemma":[0.9974005,0.001034886,0.0007954009,0.0004315379,0.0002535323,0.00008414112],"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":[0.00002485934,0.0001809764,2.760719e-8,0.001700878,0.0001545296,0.00000117791,0.0008586646,0.00002271028,0.0003570658,0.9923831,0.001915319,0.002400684],"study_design_scores_gemma":[0.0005376285,0.0001587072,4.198683e-8,0.0008582558,0.0004198746,0.0000195592,0.0002222009,0.05421088,0.0002211285,0.9100794,0.03299268,0.0002796551],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.001478039,0.0001777834,0.9520351,0.0002144402,0.001024622,0.001661241,0.0005166766,0.0001076507,0.04278444],"genre_scores_gemma":[0.01890598,0.0009396447,0.4369635,0.0001487182,0.0007526504,0.0003389089,0.000463581,0.0004536857,0.5410333],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.5150716,"threshold_uncertainty_score":0.9999031,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2763813439","doi":"10.1007/3-540-32386-4_10","title":"Stability and dispersion","year":2005,"lang":"en","type":"book-chapter","venue":"Interaction of mechanics and mathematics","topic":"Lipid Membrane Structure and Behavior","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Victoria","funders":"","keywords":"Dispersion (optics); Stability (learning theory); Materials science; Physics; Computer science; Optics; Machine learning","authors":[{"name":"Henning Struchtrup","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01713314102231134,"gpt":0.2564303110914345,"spread":0.2392971700691232,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008635053,0.0001671012,0.0002151677,0.0000327799,0.00002654051,0.0000115489,0.0000517301,0.0002385231,0.0001515497],"category_scores_gemma":[0.00001819627,0.0001444954,0.00006849347,0.000004786924,0.00002270308,0.000003929065,0.00009514568,0.0001172403,0.000001916791],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000008214887,"about_ca_system_score_gemma":0.00001661625,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001553273,"about_ca_topic_score_gemma":0.00001128471,"domain_scores_codex":[0.9993755,0.000004804084,0.0002413445,0.0002098496,0.00009818021,0.00007032276],"domain_scores_gemma":[0.9994585,0.0000118095,0.0001981636,0.0002113674,0.00007190173,0.00004825919],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00006997933,0.00007579759,0.000002743422,0.0006343601,0.0001159675,0.000001450306,0.0002166229,6.50977e-7,0.8486582,0.1327189,0.0003917053,0.01711359],"study_design_scores_gemma":[0.0006384211,0.0006493508,0.000003877694,0.0004330885,0.0003930352,0.0001905125,0.0003039578,0.0004581625,0.6149276,0.01467777,0.3667111,0.0006131347],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6789957,0.004262207,0.0178306,0.0006258307,0.00344726,0.002652844,0.0007483998,0.0000974381,0.2913397],"genre_scores_gemma":[0.8713764,0.01027415,0.01133989,0.0001994893,0.0009349232,0.00001374524,0.0002733572,0.0001537167,0.1054343],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3663194,"threshold_uncertainty_score":0.5892351,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4238298968","doi":"10.1007/3-540-32386-4_1","title":"Introduction","year":2005,"lang":"en","type":"book-chapter","venue":"Interaction of mechanics and mathematics","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Victoria","funders":"","keywords":"Computer science","authors":[{"name":"Henning Struchtrup","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02473730827968289,"gpt":0.2665060442211489,"spread":0.241768735941466,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.000295218,0.000311271,0.0004913332,0.0002994512,0.0000385794,0.00003070754,0.0001094561,0.0002912211,0.002730096],"category_scores_gemma":[0.00007662896,0.0003099809,0.0001374425,0.00002255581,0.00001962786,0.0001539093,0.00008277394,0.0003857878,0.0010937],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001205068,"about_ca_system_score_gemma":0.00002582777,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001817673,"about_ca_topic_score_gemma":0.00001005403,"domain_scores_codex":[0.9985729,0.000007835222,0.0006589703,0.000291788,0.0003420842,0.0001264578],"domain_scores_gemma":[0.9981986,0.0000772809,0.0009937899,0.0004053478,0.000260473,0.00006455314],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002200973,0.00006242165,8.060774e-9,0.0002547927,0.0001319465,0.000001361638,0.0002122435,0.00001390634,0.002924276,0.9727853,0.01747799,0.006113772],"study_design_scores_gemma":[0.0001665657,0.0001016479,2.855548e-8,0.0003612723,0.0002098639,0.0001581115,0.0001034884,0.004970002,0.001699442,0.2566573,0.7353118,0.0002604573],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0002721718,0.0007779763,0.03390112,0.001202721,0.00362063,0.00113453,0.0003103499,0.0003900169,0.9583905],"genre_scores_gemma":[0.004378709,0.001794444,0.03249405,0.00006869226,0.003209265,0.00001852518,0.0001372869,0.0005010683,0.9573979],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7178338,"threshold_uncertainty_score":0.9999352,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2761036418","doi":"10.1007/3-540-32386-4_8","title":"Order of magnitude approach","year":2005,"lang":"en","type":"book-chapter","venue":"Interaction of mechanics and mathematics","topic":"Chemistry and Stereochemistry Studies","field":"Chemistry","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Victoria","funders":"","keywords":"Magnitude (astronomy); Order (exchange); Mathematics; Environmental science; Physics; Economics; Astrophysics","authors":[{"name":"Henning Struchtrup","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02759888918289254,"gpt":0.2532652808512002,"spread":0.2256663916683077,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00007733371,0.0002903056,0.000570355,0.00003621733,0.00002906406,0.00001039885,0.0001457748,0.0003214368,0.001197342],"category_scores_gemma":[0.00006058392,0.0002805385,0.0001442937,0.00001420562,0.00003446223,0.00003658856,0.0001355407,0.0003053069,0.000004024407],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003062575,"about_ca_system_score_gemma":0.00002564546,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001330831,"about_ca_topic_score_gemma":8.67218e-7,"domain_scores_codex":[0.9988117,0.000001391213,0.0006093801,0.0002324626,0.0002374423,0.0001075968],"domain_scores_gemma":[0.9985325,0.00009902936,0.0007337385,0.0003392314,0.0002493376,0.00004619908],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0002065703,0.001227968,0.00000204247,0.04409185,0.002569244,0.00001432235,0.002841536,0.00004310188,0.3323778,0.5933895,0.0043081,0.01892805],"study_design_scores_gemma":[0.001364477,0.0001038785,1.148391e-7,0.004598977,0.001182093,0.0003811524,0.002892104,0.007285915,0.5966951,0.1078864,0.2762167,0.001393064],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0009396341,0.0005284585,0.001886312,0.00002890432,0.0000661739,0.00006725008,0.0001305799,0.00002800236,0.9963247],"genre_scores_gemma":[0.06736038,0.003128629,0.03060304,0.00002568471,0.0004183024,0.00002061337,0.0001721739,0.0001347106,0.8981364],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.485503,"threshold_uncertainty_score":0.9999647,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}