{"meta":{"query_hash":"68479cd28966","filters":{"venue":"Problem books in mathematics"},"cohort_total":10,"direct_labels_cover":0,"predictions_cover":10,"exported":10,"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/68479cd28966","api":"https://metacan.xera.ac/api/v1/cohort?venue=Problem+books+in+mathematics"},"results":[{"id":"W1551680922","doi":"10.1007/978-0-387-26677-0_6","title":"Sequences of Integers","year":2004,"lang":"en","type":"book-chapter","venue":"Problem books in mathematics","topic":"Limits and Structures in Graph Theory","field":"Mathematics","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 Calgary","funders":"","keywords":"Integer (computer science); Sequence (biology); Combinatorics; Mathematics; Prime (order theory); Discrete mathematics; Computer science; Chemistry; Programming language","score_opus":0.04135664302572321,"score_gpt":0.2815118348294226,"score_spread":0.2401551918036994,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1551680922","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0032850932,0.004035075,0.023838887,0.0015247294,0.001420719,0.00006456009,0.00074582576,0.0003788347,0.9647061],"genre_scores_gemma":[0.053672053,0.006709605,0.03078103,0.00090280577,0.00082385953,0.00022338978,0.0017374121,0.0003843865,0.90476555],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9995516,0.00009792297,0.000030453619,0.000104845734,0.0001655197,0.00004966036],"domain_scores_gemma":[0.9995104,0.00018824935,0.00003277741,0.00007271516,0.00014407228,0.00005185707],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003395414,0.0010407526,0.0006810264,0.0020112235,0.0015578736,0.004150836,0.0008057538,0.00055587076,0.06628017],"category_scores_gemma":[0.0021891221,0.0004616833,0.000301986,0.0030862612,0.0014758665,0.0058166115,0.001180634,0.0020653591,0.029188579],"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":[0.000016826672,0.000014613329,0.00006497392,0.0001235802,0.000002169173,0.000026974578,0.00030684914,0.00015948329,0.00034854756,0.85986567,0.061996788,0.07707348],"study_design_scores_gemma":[0.0000064378637,0.000012318962,0.00009636019,0.00012750916,0.0000050048516,0.00012245364,0.00018007417,0.00033189286,0.00039360407,0.36147916,0.6372375,0.000007656083],"about_ca_topic_score_codex":0.000828338,"about_ca_topic_score_gemma":0.001170496,"teacher_disagreement_score":0.06628017,"about_ca_system_score_codex":0.0015651718,"about_ca_system_score_gemma":0.0011734292,"threshold_uncertainty_score":0.22172928},"labels":[],"label_agreement":null},{"id":"W2183990329","doi":"10.1007/0-387-22602-8_2","title":"Problems Leading to Pell’s Equation and Preliminary Investigations","year":2003,"lang":"en","type":"book-chapter","venue":"Problem books in mathematics","topic":"History and Theory of Mathematics","field":"Mathematics","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 Toronto","funders":"","keywords":"Popularity; Quadratic equation; Constant (computer programming); Mathematics; Sample (material); Variable (mathematics); Mathematical analysis; Computer science; Physics; Law; Political science; Thermodynamics","score_opus":0.09521781767095552,"score_gpt":0.28132566227441913,"score_spread":0.1861078446034636,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2183990329","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.023100974,0.029921392,0.13815059,0.020791259,0.0033697314,0.00015714293,0.0003970315,0.00047564285,0.7836364],"genre_scores_gemma":[0.3858727,0.056700006,0.106820546,0.006561939,0.008415631,0.0006039975,0.0014292095,0.0007637454,0.43283227],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9994104,0.00024207408,0.000033342993,0.00008472926,0.00017255945,0.000056972596],"domain_scores_gemma":[0.9989525,0.00065945444,0.00004720823,0.000080488986,0.00020010193,0.000060286973],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001223479,0.0015656792,0.0011626984,0.0024787665,0.0021618055,0.0037321881,0.0013512714,0.0016445897,0.020642847],"category_scores_gemma":[0.006519762,0.000709236,0.0014391554,0.003358214,0.004883934,0.008317006,0.0020764344,0.0055913986,0.004473177],"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":[0.000008070103,0.000011610736,0.000044399923,0.00007019975,0.0000035972735,0.000041125175,0.00019907586,0.0002464157,0.0001414094,0.9845249,0.0070282714,0.0076810042],"study_design_scores_gemma":[0.0000036528772,0.000005173261,0.00006933097,0.00002596336,0.00000371745,0.000057964775,0.00006577848,0.0004392875,0.00013050088,0.9781246,0.02106827,0.0000058631126],"about_ca_topic_score_codex":0.0028356535,"about_ca_topic_score_gemma":0.001805218,"teacher_disagreement_score":0.020642847,"about_ca_system_score_codex":0.002532082,"about_ca_system_score_gemma":0.0017873436,"threshold_uncertainty_score":0.069057226},"labels":[],"label_agreement":null},{"id":"W2478094912","doi":"10.1007/978-3-319-28106-3_5","title":"Calculus and its Applications","year":2016,"lang":"en","type":"book-chapter","venue":"Problem books in mathematics","topic":"Advanced Numerical Analysis Techniques","field":"Engineering","cited_by":18,"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 Toronto","funders":"","keywords":"Point (geometry); Line (geometry); Calculus (dental); Mathematics; Combinatorics; Geometry; Dentistry; Medicine","score_opus":0.013174765607257688,"score_gpt":0.23629683848031097,"score_spread":0.22312207287305327,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2478094912","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0026447203,0.05252215,0.09012525,0.0056798956,0.003843644,0.00004777554,0.00025983198,0.0002791541,0.84459764],"genre_scores_gemma":[0.11119569,0.060711846,0.049173955,0.0030768313,0.009393641,0.00030783677,0.00044853994,0.0004906488,0.76520103],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9993936,0.00013988069,0.000025608522,0.000086807115,0.00030209907,0.000051928007],"domain_scores_gemma":[0.99973136,0.00011742227,0.000012866995,0.00004963927,0.00006742924,0.000021202844],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006877951,0.0010397745,0.0013122294,0.0022333444,0.0017024842,0.0039013973,0.0009924907,0.0011822663,0.022671593],"category_scores_gemma":[0.0015628984,0.00041451285,0.0009373294,0.0023748272,0.0037339868,0.0033816197,0.001802407,0.0033000016,0.00866789],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000023580226,0.000010793811,0.00001945931,0.00006808886,0.0000039689094,0.000014064862,0.00009586487,0.00032822968,0.00013392688,0.95447266,0.025863994,0.018986566],"study_design_scores_gemma":[0.000002272978,0.00000443638,0.00007835771,0.00004869384,0.0000039792794,0.00004710014,0.000040396186,0.0010361355,0.00006983238,0.86031806,0.13834561,0.0000052017076],"about_ca_topic_score_codex":0.0016639378,"about_ca_topic_score_gemma":0.0017927198,"teacher_disagreement_score":0.022671593,"about_ca_system_score_codex":0.002192369,"about_ca_system_score_gemma":0.0014051682,"threshold_uncertainty_score":0.07584399},"labels":[],"label_agreement":null},{"id":"W2488893832","doi":"10.1007/978-0-387-48901-8_5","title":"Some closing heuristics","year":2007,"lang":"en","type":"book-chapter","venue":"Problem books in mathematics","topic":"Various Chemistry Research Topics","field":"Chemistry","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 Waterloo","funders":"","keywords":"Ingenuity; Closing (real estate); Heuristics; Computer science; Calculus (dental); Epistemology; Philosophy; Political science; Medicine; Law; Operating system","score_opus":0.057811374016290586,"score_gpt":0.30089359183011094,"score_spread":0.24308221781382036,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2488893832","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.008219426,0.0027598904,0.3949187,0.006465887,0.0018615113,0.0004427095,0.0014800795,0.0032697443,0.5805821],"genre_scores_gemma":[0.12940422,0.0032236546,0.4274151,0.004053331,0.0010341146,0.00069158676,0.0049774353,0.004740117,0.42446044],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99823475,0.00045855288,0.00009024991,0.0004641425,0.0004424423,0.0003098679],"domain_scores_gemma":[0.9969023,0.0016168901,0.00008485745,0.000799656,0.0004407251,0.00015553084],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0015599924,0.0016332538,0.0016529087,0.0017841273,0.0042144693,0.0053477106,0.0035788123,0.002367179,0.13550918],"category_scores_gemma":[0.01358856,0.0013104472,0.002296123,0.003315669,0.0023434667,0.0106029445,0.0030973256,0.0058270185,0.025219813],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00015155354,0.00015591958,0.00021462244,0.00022403267,0.000022982724,0.000083023755,0.00031776956,0.005598462,0.0005562069,0.6491476,0.14638145,0.19714633],"study_design_scores_gemma":[0.00004932643,0.00003141748,0.00017419443,0.00015575156,0.000035019333,0.00009753472,0.00027495026,0.015297321,0.00094368745,0.85034084,0.13257365,0.000026277841],"about_ca_topic_score_codex":0.0041226703,"about_ca_topic_score_gemma":0.0054549915,"teacher_disagreement_score":0.13550918,"about_ca_system_score_codex":0.0028906227,"about_ca_system_score_gemma":0.0023606778,"threshold_uncertainty_score":0.45332336},"labels":[],"label_agreement":null},{"id":"W2898198549","doi":"10.1007/978-3-319-97686-0_9","title":"Some of My Favourite Conjectures: Local Conditions Implying Global Cycle Properties","year":2018,"lang":"en","type":"book-chapter","venue":"Problem books in mathematics","topic":"Advanced Graph Theory Research","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Winnipeg","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Combinatorics; Eulerian path; Conjecture; Mathematics; Hamiltonian path; Vertex (graph theory); Planar graph; Discrete mathematics; Graph; Pure mathematics","score_opus":0.03615258329350117,"score_gpt":0.29318633940565286,"score_spread":0.2570337561121517,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2898198549","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.05612034,0.009053016,0.07324587,0.058131482,0.0044488036,0.00009644091,0.00085466984,0.0004716524,0.7975777],"genre_scores_gemma":[0.73257285,0.0081528695,0.024174768,0.009813921,0.0065526264,0.00034296128,0.0012917907,0.0007264536,0.21637185],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9995783,0.00011354314,0.000014699846,0.00015283373,0.00007459327,0.00006608162],"domain_scores_gemma":[0.9983473,0.00091826427,0.00010577501,0.0002490291,0.00021603056,0.000163667],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00087984727,0.00053509715,0.00062529783,0.00086682144,0.002343082,0.003435101,0.0012904414,0.0020141036,0.029501272],"category_scores_gemma":[0.0045133666,0.0003994105,0.00084370724,0.0015047158,0.004778591,0.01073498,0.0017904838,0.0046618246,0.004188856],"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":[0.000021814494,0.000012052761,0.00012560774,0.00006911474,0.0000042343117,0.000028100718,0.00019016772,0.00037745808,0.00021339311,0.9723403,0.019231103,0.007386726],"study_design_scores_gemma":[0.000006924392,0.0000054652623,0.00008596954,0.000027144471,0.0000036816718,0.00002559245,0.00011853245,0.00039970042,0.0001887248,0.9841815,0.014952189,0.0000045853503],"about_ca_topic_score_codex":0.0012162373,"about_ca_topic_score_gemma":0.0011469962,"teacher_disagreement_score":0.029501272,"about_ca_system_score_codex":0.0015610943,"about_ca_system_score_gemma":0.000721677,"threshold_uncertainty_score":0.09869152},"labels":[],"label_agreement":null},{"id":"W3046438710","doi":"10.1007/978-3-030-52946-8_2","title":"Make a Plan","year":2020,"lang":"en","type":"book-chapter","venue":"Problem books in mathematics","topic":"Operations Management Techniques","field":"Decision Sciences","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; University of the Fraser Valley","funders":"","keywords":"Plan (archaeology); Computer science; Mathematics; Geography; Archaeology","score_opus":0.1619146769220351,"score_gpt":0.35269911944863647,"score_spread":0.19078444252660137,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3046438710","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0021764145,0.00024651448,0.04160253,0.009742067,0.0010894586,0.00033440324,0.00074588734,0.0009598607,0.9431029],"genre_scores_gemma":[0.07527493,0.00088023016,0.0735193,0.0039820983,0.00047165045,0.00059233047,0.0021638237,0.00071679446,0.84239876],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.999035,0.00016815077,0.000028114566,0.00016301277,0.00048948836,0.000116277304],"domain_scores_gemma":[0.99900776,0.00028053738,0.000048686812,0.00026037978,0.00025969505,0.00014295323],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0010224623,0.0008842718,0.0003731786,0.0009814309,0.0019870375,0.003912643,0.0010826167,0.0018523372,0.21092929],"category_scores_gemma":[0.0049544675,0.00049385184,0.0008417631,0.00061506813,0.001362302,0.005954613,0.003038972,0.002885926,0.07802483],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000064396816,0.00012764988,0.00061479525,0.00012470393,0.000025499729,0.000246927,0.00092696404,0.0020031696,0.0008389086,0.55240345,0.28174305,0.16088045],"study_design_scores_gemma":[0.000021325892,0.000046122786,0.0003176885,0.00011215017,0.000018028179,0.0000877998,0.0010615112,0.0021498657,0.00078653154,0.2238485,0.771531,0.000019472782],"about_ca_topic_score_codex":0.004134569,"about_ca_topic_score_gemma":0.0065428196,"teacher_disagreement_score":0.21092929,"about_ca_system_score_codex":0.0012213407,"about_ca_system_score_gemma":0.0029444736,"threshold_uncertainty_score":0.70562875},"labels":[],"label_agreement":null},{"id":"W4229896675","doi":"10.1007/978-3-319-28106-3_8","title":"Geometry","year":2016,"lang":"en","type":"book-chapter","venue":"Problem books in mathematics","topic":"Mathematics and Applications","field":"Mathematics","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 Toronto","funders":"","keywords":"Geometry; Physics; Point (geometry); Mathematics; Line (geometry)","score_opus":0.05971337154164581,"score_gpt":0.29972757603024447,"score_spread":0.24001420448859867,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4229896675","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0011162936,0.0044162753,0.008765416,0.0017247433,0.0007348567,0.000015609532,0.0005938456,0.00022416214,0.9824088],"genre_scores_gemma":[0.033399373,0.0054472913,0.004659077,0.0004718911,0.000903492,0.00004357382,0.0008788762,0.0003320493,0.95386434],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99967384,0.00003974755,0.000009343784,0.000080168,0.00017136842,0.000025582283],"domain_scores_gemma":[0.9998431,0.000030411182,0.000010218949,0.000039361974,0.000052628457,0.000024108258],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00016384186,0.0008411193,0.0006311908,0.001429024,0.0012235694,0.00326441,0.00069377106,0.0005617354,0.13145569],"category_scores_gemma":[0.0006670401,0.00031968812,0.00031292473,0.0015798633,0.0014607128,0.0029584793,0.0013228732,0.0019534521,0.05641767],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000082481665,0.000008814761,0.00006672455,0.00009109862,0.000004621074,0.000021067935,0.00014407375,0.00029456985,0.00036515025,0.77273506,0.16707002,0.059190486],"study_design_scores_gemma":[0.0000032007868,0.0000043386717,0.00015710991,0.000032573877,0.0000033424972,0.00007853596,0.00006936719,0.00023743077,0.00020492126,0.25902528,0.7401797,0.000004075303],"about_ca_topic_score_codex":0.0017023424,"about_ca_topic_score_gemma":0.0026607332,"teacher_disagreement_score":0.13145569,"about_ca_system_score_codex":0.0017429921,"about_ca_system_score_gemma":0.00092999527,"threshold_uncertainty_score":0},"labels":[],"label_agreement":null},{"id":"W4231447687","doi":"10.1007/978-0-387-26677-0_1","title":"Introduction","year":2004,"lang":"en","type":"book-chapter","venue":"Problem books in mathematics","topic":"Limits and Structures in Graph Theory","field":"Mathematics","cited_by":5,"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 Calgary","funders":"","keywords":"Amateur; Sample (material); Computer science; Political science; Law; Physics","score_opus":0.027078856204601234,"score_gpt":0.2604642467785246,"score_spread":0.23338539057392335,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4231447687","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00031154344,0.0017409126,0.0030468346,0.0031185262,0.003732047,0.00007976839,0.0014964744,0.00052381755,0.98595005],"genre_scores_gemma":[0.0013339767,0.0012200868,0.0010573734,0.0010583731,0.0007456761,0.00005415308,0.001222812,0.00020303542,0.9931045],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99934727,0.000069929665,0.000022042908,0.00013434712,0.00035178426,0.00007465487],"domain_scores_gemma":[0.99905163,0.00012775748,0.000036889927,0.00013611169,0.00044331097,0.00020427874],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0005489167,0.0008302353,0.0005709986,0.0017207502,0.0014733346,0.004809556,0.001602793,0.0016701763,0.60381854],"category_scores_gemma":[0.0023877295,0.00031212682,0.00052042597,0.0016541815,0.00069261825,0.003708838,0.0023371407,0.0019706488,0.4932863],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000017504075,0.000030408428,0.000084873456,0.00013139994,0.0000018146285,0.000029723173,0.00011551357,0.00009732126,0.00028068956,0.047602117,0.83592546,0.11568313],"study_design_scores_gemma":[0.0000013606463,0.0000042974025,0.000057383084,0.000046819394,7.9973927e-7,0.000022030406,0.000036163834,0.000019808362,0.000055094537,0.005038547,0.99471587,0.0000018274119],"about_ca_topic_score_codex":0.0019187023,"about_ca_topic_score_gemma":0.0030960639,"teacher_disagreement_score":0.39618146,"about_ca_system_score_codex":0.0015381163,"about_ca_system_score_gemma":0.0020745876,"threshold_uncertainty_score":0.5651047},"labels":[],"label_agreement":null},{"id":"W4251755419","doi":"10.1007/978-3-319-28106-3_11","title":"Number Theory","year":2016,"lang":"en","type":"book-chapter","venue":"Problem books in mathematics","topic":"History and Theory of Mathematics","field":"Mathematics","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 Toronto","funders":"","keywords":"Rational number; Mathematics; Integer (computer science); Product (mathematics); Combinatorics; Discrete mathematics; Computer science; Geometry","score_opus":0.04088466487138568,"score_gpt":0.27686080378757144,"score_spread":0.23597613891618577,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4251755419","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000680639,0.009541789,0.0068714083,0.0017242663,0.0009904514,0.00001696931,0.00024980184,0.00014692699,0.9797778],"genre_scores_gemma":[0.045675784,0.014013396,0.00873844,0.001433768,0.002471453,0.00010304135,0.0007734502,0.00028063287,0.92651004],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99956435,0.0000961995,0.000014271029,0.00008146076,0.00021366213,0.000029999683],"domain_scores_gemma":[0.9997731,0.000077954224,0.000014132596,0.000041625015,0.00006902576,0.0000241829],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00032806685,0.00088250753,0.0006164238,0.0014690609,0.0011082033,0.0037096296,0.00067648565,0.00062791654,0.06840336],"category_scores_gemma":[0.0011799729,0.0002688735,0.0003178583,0.0014547907,0.0020018218,0.0034013323,0.0010653255,0.002280953,0.027459223],"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":[0.000008796741,0.000011184063,0.00006293319,0.000103336046,0.0000040287555,0.000013882785,0.00016935081,0.00016197801,0.00020954855,0.84114486,0.11022328,0.04788681],"study_design_scores_gemma":[0.0000055268383,0.0000051114994,0.00015001465,0.000070278664,0.0000035968624,0.00005841946,0.000049421902,0.00023032326,0.000110112545,0.4865813,0.5127317,0.0000042325573],"about_ca_topic_score_codex":0.0011413036,"about_ca_topic_score_gemma":0.0017341956,"teacher_disagreement_score":0.06840336,"about_ca_system_score_codex":0.002015677,"about_ca_system_score_gemma":0.0011489546,"threshold_uncertainty_score":0.22883207},"labels":[],"label_agreement":null},{"id":"W4255904673","doi":"10.1007/978-0-387-48901-8_8","title":"Bibliography","year":2007,"lang":"en","type":"book-chapter","venue":"Problem books in mathematics","topic":"","field":"","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 Waterloo","funders":"","keywords":"Computer science","score_opus":0.060554890967758276,"score_gpt":0.28894255923065126,"score_spread":0.22838766826289297,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4255904673","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00035395034,0.025835343,0.003079961,0.0018374842,0.0047214404,0.00011923732,0.0065882746,0.000773172,0.9566911],"genre_scores_gemma":[0.001593843,0.019190626,0.0028641499,0.00089873414,0.0015048209,0.00011087111,0.009398433,0.00064771774,0.9637907],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9994511,0.00006205536,0.000035156238,0.00007895434,0.0003317214,0.00004105581],"domain_scores_gemma":[0.9988141,0.00023501033,0.000049520142,0.00015080332,0.00063391525,0.00011667878],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00040262568,0.0012949025,0.0014523683,0.012228378,0.00219591,0.0040370133,0.0018046724,0.0009928416,0.4953704],"category_scores_gemma":[0.0027139452,0.0005083423,0.00062542595,0.017718107,0.0006945629,0.003657427,0.0018271566,0.0017852002,0.38900426],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000008655715,0.000023577977,0.000047763646,0.00031158287,0.000003435747,0.000018787177,0.000057226523,0.00010142779,0.00011302168,0.007861909,0.8994168,0.09203577],"study_design_scores_gemma":[0.0000015986967,0.0000029440337,0.000090653615,0.00018815062,0.0000038756284,0.000025486497,0.000029995657,0.00002264696,0.00005952233,0.0024541116,0.99711776,0.000003301384],"about_ca_topic_score_codex":0.006258673,"about_ca_topic_score_gemma":0.014814518,"teacher_disagreement_score":0.5046296,"about_ca_system_score_codex":0.0019269686,"about_ca_system_score_gemma":0.0028038064,"threshold_uncertainty_score":0.71979284},"labels":[],"label_agreement":null}]}