{"meta":{"query_hash":"74f8125770da","filters":{"venue":"Interdisciplinary applied mathematics"},"cohort_total":12,"direct_labels_cover":0,"predictions_cover":12,"exported":12,"export_cap":100000,"truncated":false,"label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12"},"permalink":"https://metacan.xera.ac/q/74f8125770da","api":"https://metacan.xera.ac/api/v1/cohort?venue=Interdisciplinary+applied+mathematics"},"results":[{"id":"W2371679866","doi":"10.1007/978-3-319-32043-4_2","title":"Dynamics of Biological Invasions","year":2016,"lang":"en","type":"book-chapter","venue":"Interdisciplinary applied mathematics","topic":"Ecology and Vegetation Dynamics Studies","field":"Environmental Science","cited_by":23,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Variety (cybernetics); Dynamics (music); Population; Computer science; Management science; Ecology; Biology; Artificial intelligence; Engineering; Psychology; Sociology","score_opus":0.03547523140454854,"score_gpt":0.2627617828897582,"score_spread":0.22728655148520965,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2371679866","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0010405105,0.000017948987,0.00449761,0.0004095216,0.00011953433,0.00034853746,0.00009819142,0.000054037948,0.9934141],"genre_scores_gemma":[0.3417998,0.00027527087,0.026638536,0.00012037063,0.00012285964,0.00013041985,0.00013146357,0.0001496635,0.6306316],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9986303,0.0000056578624,0.0005981467,0.00035673424,0.00019631174,0.00021285911],"domain_scores_gemma":[0.99869686,0.00034338117,0.00046089594,0.00042051636,0.000015223092,0.000063111154],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001807249,0.0003271295,0.00054942013,0.000065212385,0.00016077088,0.000005181131,0.00040321916,0.0004097334,0.0033591178],"category_scores_gemma":[0.000015063249,0.00022927584,0.00016773034,0.000027782971,0.0009024495,0.00003232416,0.002334262,0.0002506921,0.0016926096],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000016071968,0.000091018286,0.00007784669,0.00006929748,0.00008912466,0.000009177285,0.00056721386,0.000015085181,0.00021491964,0.9966661,0.000753223,0.0014309513],"study_design_scores_gemma":[0.00015376786,0.000101613914,0.000057078087,0.00015517166,0.000058661437,0.000022480373,0.00019068354,0.00038310475,0.000032376243,0.9981685,0.00037590062,0.0003006134],"about_ca_topic_score_codex":1.2726477e-7,"about_ca_topic_score_gemma":0.00007364012,"teacher_disagreement_score":0.36278248,"about_ca_system_score_codex":0.00019796498,"about_ca_system_score_gemma":0.000010930324,"threshold_uncertainty_score":0.9990847},"labels":[],"label_agreement":null},{"id":"W2498829868","doi":"10.1007/978-3-319-32043-4_10","title":"Responding to Invasions: Detection, Control, and Adaptation","year":2016,"lang":"en","type":"book-chapter","venue":"Interdisciplinary applied mathematics","topic":"Animal Ecology and Behavior Studies","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Adaptation (eye); Dynamic programming; Control (management); Stochastic programming; Computer science; Range (aeronautics); Linear programming; Optimal control; Mathematical optimization; Stochastic control; Operations research; Risk analysis (engineering); Business; Engineering; Artificial intelligence; Mathematics; Biology","score_opus":0.030865132077243215,"score_gpt":0.26523384083698165,"score_spread":0.23436870875973842,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2498829868","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0050483723,0.000034783636,0.014022795,0.00040030124,0.00014210545,0.0008083564,0.000032015432,0.00009301164,0.9794183],"genre_scores_gemma":[0.6722545,0.000046215308,0.011359606,0.00022866737,0.00013066563,0.0002408583,0.000004075491,0.0001018269,0.3156336],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9987584,0.000006312662,0.00041521192,0.00041666726,0.00019307897,0.00021037756],"domain_scores_gemma":[0.9992049,0.00022426558,0.00021388153,0.00024249237,0.000011497105,0.00010297826],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00024367886,0.00030240527,0.000373245,0.00016848283,0.00036991952,0.000019291083,0.00017076018,0.0002445514,0.0008433769],"category_scores_gemma":[0.000020663381,0.00023397466,0.00006320503,0.00004792207,0.00026477326,0.00006438949,0.0011524396,0.0002018544,0.0019653735],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0010291194,0.0002532278,0.00016265288,0.00026170703,0.00033836727,0.00013592176,0.015696477,0.00004260129,0.049205914,0.7887355,0.0052310377,0.13890745],"study_design_scores_gemma":[0.0013394121,0.0011073772,0.0007378541,0.0009122301,0.0006057289,0.00022241483,0.0028430815,0.00030842316,0.00052408996,0.96447563,0.025216805,0.0017069471],"about_ca_topic_score_codex":2.1548252e-7,"about_ca_topic_score_gemma":0.000077229124,"teacher_disagreement_score":0.6672061,"about_ca_system_score_codex":0.00017917698,"about_ca_system_score_gemma":0.0000064921483,"threshold_uncertainty_score":0.9988117},"labels":[],"label_agreement":null},{"id":"W2513711405","doi":"10.1007/978-3-319-32043-4_3","title":"Reaction–Diffusion Models: Single Species","year":2016,"lang":"en","type":"book-chapter","venue":"Interdisciplinary applied mathematics","topic":"Mathematical and Theoretical Epidemiology and Ecology Models","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Extinction (optical mineralogy); Population; Reaction–diffusion system; Alien species; Ecology; Diffusion; Population model; Statistical physics; Invasive species; Biology; Biological system; Mathematics; Physics; Demography; Paleontology","score_opus":0.05853727825080308,"score_gpt":0.2894194319514868,"score_spread":0.2308821537006837,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2513711405","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00014900404,0.00007884923,0.054511577,0.0023337924,0.00022563465,0.0006882087,0.00003493948,0.00022803953,0.94174993],"genre_scores_gemma":[0.055729892,0.00015753027,0.010175635,0.00048594378,0.00069205306,0.00009253759,0.00007320832,0.00018262865,0.9324106],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99750805,0.000010990619,0.001084868,0.0006220641,0.0003105294,0.00046349765],"domain_scores_gemma":[0.99755067,0.0008149473,0.00041398662,0.0008396879,0.00009867342,0.00028204004],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00042625502,0.00062669464,0.0015345458,0.00019110626,0.00020459737,0.000013554257,0.0002410454,0.0010985039,0.003258488],"category_scores_gemma":[0.000058513397,0.0004059501,0.0004568866,0.000026236501,0.0007861013,0.000060782866,0.0008204673,0.00074448244,0.002089382],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00023983579,0.00041691237,1.2615453e-7,0.0007598462,0.0002449499,0.000072477385,0.0003794403,0.0000011966408,0.0017525567,0.99271435,0.0021338596,0.0012844657],"study_design_scores_gemma":[0.00055747025,0.00031950307,7.4149153e-7,0.0015344124,0.00044550066,0.00044156535,0.00011388486,0.0016088887,0.00015956885,0.9901701,0.004213106,0.0004352511],"about_ca_topic_score_codex":5.5526606e-8,"about_ca_topic_score_gemma":0.0000011084878,"teacher_disagreement_score":0.055580888,"about_ca_system_score_codex":0.00017136183,"about_ca_system_score_gemma":0.000048444916,"threshold_uncertainty_score":0.99983925},"labels":[],"label_agreement":null},{"id":"W2982288774","doi":"10.1007/978-3-030-29294-2_4","title":"Positive Steady States","year":2019,"lang":"en","type":"book-chapter","venue":"Interdisciplinary applied mathematics","topic":"Mathematical and Theoretical Epidemiology and Ecology Models","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Allee effect; Steady state (chemistry); Population; Biological dispersal; Statistical physics; Limit cycle; Nonlinear system; Stability (learning theory); State (computer science); Mathematics; Physics; Computer science; Demography; Quantum mechanics","score_opus":0.024239746376418205,"score_gpt":0.2999843164807884,"score_spread":0.2757445701043702,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2982288774","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00025126874,0.00010122962,0.01412758,0.001669932,0.00019162841,0.0012287062,0.00008838384,0.00015350385,0.98218775],"genre_scores_gemma":[0.029191824,0.00011463689,0.015035921,0.0016077176,0.0003555584,0.00008137521,0.00053974637,0.0002535147,0.9528197],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9976174,0.000011751545,0.0010058556,0.00061538717,0.00027214576,0.00047744846],"domain_scores_gemma":[0.9972563,0.0012252756,0.00037462666,0.000789516,0.00009912432,0.00025519638],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00046963344,0.00064590276,0.0018440178,0.00015356575,0.0001285381,0.000014772341,0.00024605417,0.001006065,0.0042704255],"category_scores_gemma":[0.000041200088,0.00047706775,0.00043362487,0.000025618308,0.0006042674,0.000029728226,0.0008223787,0.0011053149,0.006483568],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00027125955,0.00027547913,7.632129e-7,0.0014243108,0.0005620606,0.000116906565,0.0007401704,0.0000069271223,0.000041332132,0.99294823,0.0030842242,0.0005283344],"study_design_scores_gemma":[0.000610882,0.0005208929,0.0000023158304,0.0011786327,0.0006900783,0.0004158278,0.00022614571,0.0032394351,0.000068120244,0.9913347,0.0012428382,0.0004701253],"about_ca_topic_score_codex":1.0895763e-7,"about_ca_topic_score_gemma":8.513494e-7,"teacher_disagreement_score":0.029368062,"about_ca_system_score_codex":0.000104511346,"about_ca_system_score_gemma":0.00012438097,"threshold_uncertainty_score":0.9997681},"labels":[],"label_agreement":null},{"id":"W2982424376","doi":"10.1007/978-3-030-29294-2_14","title":"Two Interacting Populations","year":2019,"lang":"en","type":"book-chapter","venue":"Interdisciplinary applied mathematics","topic":"Mathematical and Theoretical Epidemiology and Ecology Models","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Biological dispersal; Mutualism (biology); Population; Predation; Ecology; Biology; Competitive exclusion; Context (archaeology); Predator; Allee effect; Evolutionary biology; Demography; Competition (biology)","score_opus":0.06238828541592354,"score_gpt":0.35814451612110293,"score_spread":0.29575623070517937,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2982424376","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00033437318,0.00005418869,0.019623408,0.0010309895,0.0004359208,0.00091745646,0.00002050296,0.00016995675,0.9774132],"genre_scores_gemma":[0.17726578,0.000022434273,0.058983013,0.00084750925,0.0006160092,0.00008134329,0.000277981,0.00025129356,0.7616546],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99770033,0.0000100693715,0.001119418,0.0005418707,0.00022565009,0.00040264332],"domain_scores_gemma":[0.9975222,0.0009371194,0.00044849655,0.0008039615,0.00007752347,0.0002107455],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00046115383,0.00054625026,0.0015064533,0.00018281017,0.00016509104,0.000017068807,0.00022371391,0.00066112186,0.004975729],"category_scores_gemma":[0.00010528122,0.00042551637,0.00044952464,0.000029355799,0.0003234702,0.000040933035,0.000824205,0.0012082632,0.004979977],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00011673735,0.00018487663,0.0000029201854,0.00094780436,0.00025104504,0.000054074106,0.00039962516,0.000016972703,0.00005280903,0.99585915,0.0014536597,0.0006603588],"study_design_scores_gemma":[0.00059408916,0.00017955908,0.0000020920354,0.0013362593,0.0006011429,0.00056504604,0.00017964983,0.007916431,0.00002227688,0.986963,0.001234469,0.00040601913],"about_ca_topic_score_codex":1.818059e-7,"about_ca_topic_score_gemma":0.0000024499536,"teacher_disagreement_score":0.21575856,"about_ca_system_score_codex":0.00010173589,"about_ca_system_score_gemma":0.00007751039,"threshold_uncertainty_score":0.99981964},"labels":[],"label_agreement":null},{"id":"W2982545983","doi":"10.1007/978-3-030-29294-2_1","title":"Models for Spatial Population Dynamics","year":2019,"lang":"en","type":"book-chapter","venue":"Interdisciplinary applied mathematics","topic":"Mathematical and Theoretical Epidemiology and Ecology Models","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Dynamics (music); Context (archaeology); Population; Computer science; Management science; Spatial contextual awareness; Data science; Geography; Sociology; Artificial intelligence; Engineering; Demography; Archaeology","score_opus":0.03213261709704696,"score_gpt":0.3048701798267944,"score_spread":0.2727375627297474,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2982545983","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00007321738,0.000022881193,0.39331517,0.0005093575,0.00018675088,0.00148357,0.00008885188,0.00009150489,0.60422873],"genre_scores_gemma":[0.2817519,0.000049278417,0.07374007,0.0008266092,0.0008538241,0.00039284956,0.002741522,0.00043752298,0.6392064],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99773175,0.0000066016364,0.0010592345,0.000575945,0.00021723218,0.00040924267],"domain_scores_gemma":[0.997734,0.0008854199,0.00041925654,0.00068717817,0.00009706469,0.00017707492],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00047443286,0.0005502789,0.0016409765,0.00014729735,0.00014302917,0.000012989466,0.00020610222,0.0011801753,0.00068751693],"category_scores_gemma":[0.000048482165,0.00043777013,0.0005217398,0.000017764838,0.00023586227,0.00004034861,0.00044236722,0.0006213027,0.00045196796],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0003866026,0.00018255715,9.4250527e-7,0.0024494852,0.00028393287,0.000009176172,0.00016956896,0.00014518847,0.000005222026,0.9937982,0.00063397427,0.0019351707],"study_design_scores_gemma":[0.0005277305,0.00025918146,0.0000010274356,0.00045706466,0.00042461188,0.000083303334,0.000037932823,0.31724015,0.0000043567734,0.6805403,0.00013735481,0.00028696918],"about_ca_topic_score_codex":5.5789957e-7,"about_ca_topic_score_gemma":0.0000095776495,"teacher_disagreement_score":0.31957507,"about_ca_system_score_codex":0.00018184906,"about_ca_system_score_gemma":0.000065581175,"threshold_uncertainty_score":0.9998074},"labels":[],"label_agreement":null},{"id":"W4231025088","doi":"10.1007/978-3-030-29294-2_12","title":"Applications","year":2019,"lang":"en","type":"book-chapter","venue":"Interdisciplinary applied mathematics","topic":"Mathematical and Theoretical Epidemiology and Ecology Models","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Allee effect; Biological dispersal; Context (archaeology); Population; Ecology; Simple (philosophy); Computer science; Geography; Statistical physics; Epistemology; Biology; Physics; Sociology; Demography","score_opus":0.027334596808513054,"score_gpt":0.30915606712279564,"score_spread":0.28182147031428256,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4231025088","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000013626311,0.000106730295,0.07439531,0.0008757205,0.00009547188,0.0016113721,0.000028534945,0.0001718682,0.92270136],"genre_scores_gemma":[0.011274566,0.00007451118,0.021429546,0.00091565656,0.00042612007,0.00031435164,0.00020230278,0.00018443484,0.9651785],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9979603,0.0000051909574,0.0008924132,0.0005568283,0.00022120128,0.00036401858],"domain_scores_gemma":[0.9977769,0.00063054817,0.0003116025,0.0009820878,0.00007232418,0.00022649323],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0003463577,0.0005097141,0.0014328957,0.0001420607,0.00012970701,0.000010856671,0.00025584042,0.00097305904,0.0047743586],"category_scores_gemma":[0.0000208141,0.00039216827,0.0004165502,0.000029142784,0.0004892375,0.000019954592,0.00068279594,0.00092978,0.011222108],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000787872,0.00022175748,4.876529e-7,0.0016745955,0.0002883544,0.000024795654,0.00013910355,0.000001800669,0.000034789668,0.993294,0.002477248,0.0017643033],"study_design_scores_gemma":[0.00038518463,0.0001750431,5.9292483e-7,0.00046671755,0.0005527447,0.00035685272,0.0000587362,0.0010470123,0.000024672247,0.96812207,0.028446227,0.00036417038],"about_ca_topic_score_codex":2.7645974e-8,"about_ca_topic_score_gemma":3.3147043e-7,"teacher_disagreement_score":0.052965764,"about_ca_system_score_codex":0.000076570104,"about_ca_system_score_gemma":0.0001019857,"threshold_uncertainty_score":0.999853},"labels":[],"label_agreement":null},{"id":"W4232113835","doi":"10.1007/978-3-030-29294-2_8","title":"Computational Aspects","year":2019,"lang":"en","type":"book-chapter","venue":"Interdisciplinary applied mathematics","topic":"Spectroscopy and Quantum Chemical Studies","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Eigenvalues and eigenvectors; Discretization; Quadrature (astronomy); Convolution (computer science); Applied mathematics; Computer science; Numerical integration; Matrix (chemical analysis); Numerical analysis; Fast Fourier transform; Algorithm; Mathematics; Mathematical analysis; Physics","score_opus":0.014169075688203005,"score_gpt":0.2712328787643615,"score_spread":0.25706380307615845,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4232113835","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00020801002,0.00005080366,0.006884278,0.00011081916,0.00020192223,0.00042237688,0.00014619145,0.00008250039,0.9918931],"genre_scores_gemma":[0.37186334,0.000006606181,0.020494524,0.000113087575,0.0019197237,0.00010255474,0.0009441175,0.00035667673,0.60419935],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9985153,0.0000016750777,0.00048555635,0.0004192509,0.0003057835,0.00027241837],"domain_scores_gemma":[0.9989813,0.00020508355,0.00031694674,0.00037426234,0.000047869627,0.00007452578],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00006191295,0.00048294672,0.0006664315,0.00006833556,0.0001546841,0.000045524583,0.00029997117,0.00014468814,0.003304901],"category_scores_gemma":[7.9119576e-7,0.00043321538,0.00026646184,0.000023566465,0.00013255341,0.00003196588,0.0008588014,0.00048282085,0.0022968454],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000013377528,0.00009021237,0.0000018538227,0.00013851286,0.00030910427,0.0000037961206,0.00041614895,0.000057991372,0.000105749335,0.9927467,0.0056155673,0.0005009855],"study_design_scores_gemma":[0.00024904465,0.00004222323,9.632297e-7,0.00022783256,0.00011483231,0.0000050236335,0.0002819822,0.00045975353,0.0003913093,0.9934148,0.0043416065,0.00047060425],"about_ca_topic_score_codex":3.3605713e-7,"about_ca_topic_score_gemma":3.501594e-7,"teacher_disagreement_score":0.38769373,"about_ca_system_score_codex":0.00006933203,"about_ca_system_score_gemma":0.00005886294,"threshold_uncertainty_score":0.99981195},"labels":[],"label_agreement":null},{"id":"W4235369957","doi":"10.1007/978-3-319-32043-4_8","title":"Stochastic Spread","year":2016,"lang":"en","type":"book-chapter","venue":"Interdisciplinary applied mathematics","topic":"Mathematical and Theoretical Epidemiology and Ecology Models","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Stochastic process; Statistical physics; Stochastic modelling; Realization (probability); Population; Nonlinear system; Econometrics; Computer science; Ecology; Mathematics; Statistics; Physics; Biology","score_opus":0.03066092267924147,"score_gpt":0.30370854965266214,"score_spread":0.27304762697342067,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4235369957","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000040753926,0.000076119344,0.11830834,0.001664688,0.0001834453,0.0007744237,0.000037973656,0.00019133349,0.8787229],"genre_scores_gemma":[0.061300952,0.000036380523,0.0106226625,0.0007603735,0.0007442546,0.00016636016,0.000058739548,0.00024315612,0.9260671],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9975942,0.000007966935,0.0010269845,0.0006032995,0.0002668151,0.00050077226],"domain_scores_gemma":[0.99725294,0.0011174734,0.00035068922,0.0008639055,0.00007553398,0.00033947575],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0004448215,0.00064100104,0.0016681665,0.00016297617,0.00014954348,0.000009917268,0.00026668105,0.0010586556,0.0066404566],"category_scores_gemma":[0.00009243938,0.00040739507,0.0004526935,0.00002050154,0.00086083834,0.000025901578,0.00080337905,0.00078814634,0.0064196177],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00020910017,0.00018689327,1.0528799e-7,0.0008094948,0.00036500968,0.0000949071,0.00021572111,0.0000015682663,0.000072569164,0.99399865,0.0020803253,0.0019656667],"study_design_scores_gemma":[0.00061703107,0.00027607984,4.1610812e-7,0.0017194097,0.0006192548,0.0006329234,0.00003680942,0.00076931214,0.000028685437,0.99375176,0.0011091189,0.00043917],"about_ca_topic_score_codex":2.2258844e-8,"about_ca_topic_score_gemma":4.056436e-7,"teacher_disagreement_score":0.107685685,"about_ca_system_score_codex":0.00009862742,"about_ca_system_score_gemma":0.00007067925,"threshold_uncertainty_score":0.9998378},"labels":[],"label_agreement":null},{"id":"W4241138008","doi":"10.1007/978-3-319-32043-4_1","title":"Introduction","year":2016,"lang":"en","type":"book-chapter","venue":"Interdisciplinary applied mathematics","topic":"Evolutionary Game Theory and Cooperation","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Biological dispersal; Allee effect; Ecology; Laplace transform; Statistical physics; Mathematics; Biology; Physics; Mathematical analysis; Demography; Population","score_opus":0.01742961050864173,"score_gpt":0.28840640373087023,"score_spread":0.2709767932222285,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4241138008","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000018065934,0.000060370377,0.004379208,0.0037404406,0.00072725647,0.0004920282,0.000027514221,0.00025393924,0.9903012],"genre_scores_gemma":[0.0069716,0.00011217438,0.0019522505,0.000047849087,0.005868035,0.000051908257,0.000042902284,0.00007288392,0.9848804],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9983942,0.000020715543,0.00046101556,0.0004020043,0.00044322762,0.0002788246],"domain_scores_gemma":[0.99886334,0.00015856321,0.00028992328,0.00045959483,0.00011885616,0.00010970295],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00064628624,0.0003048636,0.00035386518,0.00013956477,0.0007153558,0.000058454723,0.00036611906,0.00042407284,0.0071820067],"category_scores_gemma":[0.000023357006,0.00026123275,0.00014347547,0.000036704296,0.00053442863,0.0001410275,0.00033412405,0.00029751577,0.004403319],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000029072711,0.000037472168,3.454135e-8,0.00004617949,0.000045049528,0.0000045657293,0.0052955854,0.0000017273429,0.00014679128,0.97162336,0.016056605,0.006713546],"study_design_scores_gemma":[0.00008001702,0.000028777784,7.2745614e-8,0.00012166222,0.000047169895,0.000009595335,0.0010270752,0.000004327917,0.000026810123,0.73723716,0.26115158,0.0002657333],"about_ca_topic_score_codex":2.6295007e-7,"about_ca_topic_score_gemma":0.000036446094,"teacher_disagreement_score":0.24509497,"about_ca_system_score_codex":0.00034826458,"about_ca_system_score_gemma":0.00015417191,"threshold_uncertainty_score":0.99998397},"labels":[],"label_agreement":null},{"id":"W49446867","doi":"10.1007/978-0-387-21640-9_5","title":"Resetting and Entraining Biological Rhythms","year":2003,"lang":"en","type":"book-chapter","venue":"Interdisciplinary applied mathematics","topic":"Climate Change Communication and Perception","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McGill University","funders":"","keywords":"Rhythm; Entrainment (biomusicology); Communication; Biology; Psychology; Physics; Acoustics","score_opus":0.43400534083163694,"score_gpt":0.44133428465109736,"score_spread":0.007328943819460421,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W49446867","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00064998434,0.00023240253,0.00024773667,0.0013754288,0.00014138804,0.0004258881,0.000021545236,0.0001322979,0.9967733],"genre_scores_gemma":[0.11087981,0.02652643,0.06924413,0.0020664874,0.0027879039,0.0003733767,0.00072542724,0.0004838968,0.78691256],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9986947,0.00003250863,0.00042810195,0.0003098152,0.00025429044,0.0002805744],"domain_scores_gemma":[0.99875337,0.00038485718,0.00028561227,0.00039609105,0.00005036975,0.00012969678],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0008529986,0.00026054916,0.0003762799,0.00010428366,0.00076383946,0.000106733074,0.000282491,0.0004613477,0.0015895996],"category_scores_gemma":[0.000048023576,0.00024509535,0.00009313978,0.000030023031,0.0005626526,0.00004548906,0.0006544315,0.00044685634,0.00019142442],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000067582673,0.000024153329,9.933491e-7,0.00007169743,0.000020091196,0.000005169573,0.042346302,1.5213794e-7,0.000055812052,0.94535697,0.00086742436,0.011244504],"study_design_scores_gemma":[0.00016744566,0.000041515006,0.0000025385855,0.00044982458,0.00004005905,0.00003130255,0.023278845,0.00003725559,0.0000034056397,0.8020656,0.17342691,0.00045529596],"about_ca_topic_score_codex":0.0000011387363,"about_ca_topic_score_gemma":0.000049290167,"teacher_disagreement_score":0.20986079,"about_ca_system_score_codex":0.00012701329,"about_ca_system_score_gemma":0.000028222888,"threshold_uncertainty_score":0.9994698},"labels":[],"label_agreement":null},{"id":"W655347443","doi":"10.1007/978-1-4757-3518-5","title":"Transport Modeling in Hydrogeochemical Systems","year":2001,"lang":"en","type":"book","venue":"Interdisciplinary applied mathematics","topic":"Geotechnical and Geomechanical Engineering","field":"Engineering","cited_by":139,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Concordia University; National Science Foundation","keywords":"Hydrogeology; Subject (documents); Computer science; Management science; Joint (building); Data science; Geology; Engineering; Civil engineering; Library science; Geotechnical engineering","score_opus":0.014499598764835309,"score_gpt":0.20948189875979953,"score_spread":0.19498229999496422,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W655347443","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0005744415,0.0004063285,0.30264205,0.000017057666,0.0003564256,0.0006582322,0.000035932357,0.0009955168,0.694314],"genre_scores_gemma":[0.80633837,0.0007326672,0.022632532,0.000050513645,0.0021394242,0.0017979091,0.00117379,0.0019640038,0.16317081],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99753624,0.0000025115246,0.0011094039,0.00042360983,0.00035376934,0.00057444646],"domain_scores_gemma":[0.9990857,0.00007963977,0.00006544102,0.00057898683,0.000021097332,0.0001691257],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00020367965,0.0006552872,0.0010326161,0.00026217135,0.0000341338,0.000026689795,0.0005234403,0.0008755322,0.00005909343],"category_scores_gemma":[0.0000038546323,0.0006599269,0.0002177645,0.0001701999,0.000034491914,0.000049483235,0.00027637387,0.0013144083,0.00020066656],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000008096223,0.00008150467,4.7150692e-8,0.0024986095,0.00007397256,0.00015346106,0.00028650797,0.98407805,0.00059959845,0.010565863,0.00087691745,0.0007773484],"study_design_scores_gemma":[0.00024392379,0.00001890229,8.011788e-9,0.0013468023,0.00005873326,0.00010908214,0.00011171521,0.90301335,0.0000711768,0.090750255,0.0035452044,0.00073083525],"about_ca_topic_score_codex":5.7751316e-7,"about_ca_topic_score_gemma":0.000004536472,"teacher_disagreement_score":0.8057639,"about_ca_system_score_codex":0.00036028653,"about_ca_system_score_gemma":0.000031449432,"threshold_uncertainty_score":0.9995852},"labels":[],"label_agreement":null}]}