{"meta":{"query_hash":"5edfd666b3af","filters":{"venue":"Courant lecture notes in mathematics"},"cohort_total":29,"direct_labels_cover":0,"predictions_cover":29,"exported":29,"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/5edfd666b3af","api":"https://metacan.xera.ac/api/v1/cohort?venue=Courant+lecture+notes+in+mathematics"},"results":[{"id":"W157591785","doi":"10.1090/cln/020","title":"Mathematical Analysis of Partial Differential Equations Modeling Electrostatic MEMS","year":2010,"lang":"en","type":"book","venue":"Courant lecture notes in mathematics","topic":"Advanced Mathematical Modeling in Engineering","field":"Computer Science","cited_by":190,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Nonlinear system; Partial differential equation; Microelectromechanical systems; Ode; Mathematical model; Computer science; Applied mathematics; Mathematics; Mathematical analysis; Physics","score_opus":0.021381618073373236,"score_gpt":0.2677513408684301,"score_spread":0.24636972279505687,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W157591785","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.01880719,0.008737269,0.90252614,0.0027062383,0.000776321,0.000107340245,0.00050543784,0.0002540299,0.06558005],"genre_scores_gemma":[0.60660255,0.018109886,0.19354261,0.001456354,0.0021078894,0.0008982953,0.0016234894,0.0003985922,0.17526029],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9996855,0.00009258363,0.000017972563,0.00004258004,0.0001401955,0.000021179985],"domain_scores_gemma":[0.999613,0.00019613621,0.000053194246,0.000022175993,0.00010008166,0.000015473353],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006105667,0.00095142,0.0007974728,0.0008198118,0.00047705194,0.0012293292,0.0008485921,0.0012587329,0.0030902296],"category_scores_gemma":[0.0016021507,0.00032878513,0.00095861964,0.0006970954,0.0009020374,0.0011299644,0.00088835624,0.0015051205,0.0009268889],"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":[0.000012666661,0.000038074762,0.00036545013,0.00025693423,0.000041839045,0.00026896075,0.00023720079,0.20866576,0.0036555068,0.75829124,0.008931756,0.019234683],"study_design_scores_gemma":[0.000008568582,0.000024531906,0.0002794222,0.00003453778,0.0000128274905,0.00013018718,0.000045545545,0.765816,0.0004578551,0.21682778,0.016346447,0.000016369851],"about_ca_topic_score_codex":0.0022059502,"about_ca_topic_score_gemma":0.0011882909,"teacher_disagreement_score":0.0030902296,"about_ca_system_score_codex":0.0007636073,"about_ca_system_score_gemma":0.00073043513,"threshold_uncertainty_score":0.01033783},"labels":[],"label_agreement":null},{"id":"W2475834257","doi":"10.1090/cln/020/08","title":"Different modes of dynamic deflection","year":2010,"lang":"en","type":"book-chapter","venue":"Courant lecture notes in mathematics","topic":"Structural Health Monitoring Techniques","field":"Engineering","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 British Columbia","funders":"","keywords":"Deflection (physics); Structural engineering; Geology; Computer science; Physics; Classical mechanics; Engineering","score_opus":0.017365695355689516,"score_gpt":0.2710357353712569,"score_spread":0.2536700400155674,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2475834257","genre_codex":"other","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.043651104,0.0068626525,0.43333733,0.0017370543,0.0011521647,0.000074269505,0.0002624406,0.00075130287,0.5121717],"genre_scores_gemma":[0.74675673,0.0063157026,0.054884367,0.00045839106,0.00077825104,0.0001557292,0.00018044686,0.00041491401,0.19005562],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9994036,0.00007890776,0.000027795179,0.0001465647,0.00025927348,0.00008387608],"domain_scores_gemma":[0.9994155,0.00023299012,0.000035512607,0.00015030353,0.00011226413,0.00005344854],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00049593573,0.0010000836,0.00047112518,0.0018321519,0.00091122265,0.002823519,0.0011231632,0.0013225513,0.019756868],"category_scores_gemma":[0.0015052997,0.0005643043,0.0007154843,0.0011638341,0.002860496,0.0042503956,0.0018362243,0.0021699683,0.0022480644],"study_design_candidate":"simulation_or_modeling","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":[0.000035380093,0.00001467269,0.00031333743,0.000073941395,0.000008183695,0.000087510714,0.0005534367,0.0029472057,0.0045610745,0.94287205,0.002978348,0.045554876],"study_design_scores_gemma":[0.000018531236,0.00006670906,0.0015451553,0.00017019165,0.000022448925,0.0010916303,0.00080313726,0.0364023,0.0069092778,0.8703208,0.08251679,0.00013303371],"about_ca_topic_score_codex":0.0002572251,"about_ca_topic_score_gemma":0.00026486136,"teacher_disagreement_score":0.019756868,"about_ca_system_score_codex":0.00057612284,"about_ca_system_score_gemma":0.0002494943,"threshold_uncertainty_score":0.066093385},"labels":[],"label_agreement":null},{"id":"W2475971337","doi":"10.1090/cln/020/06","title":"Description of the global set of solutions","year":2010,"lang":"en","type":"book-chapter","venue":"Courant lecture notes in mathematics","topic":"Advanced Optimization Algorithms Research","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 British Columbia","funders":"","keywords":"Set (abstract data type); Computer science; Programming language","score_opus":0.08618779161396714,"score_gpt":0.33422315411977344,"score_spread":0.2480353625058063,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2475971337","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.018483879,0.002761395,0.7156254,0.00209565,0.00044017163,0.00014101504,0.0014441058,0.00030804722,0.25870028],"genre_scores_gemma":[0.45504135,0.0064019915,0.32635367,0.0018449017,0.0011141794,0.0012522864,0.0031393282,0.0011418563,0.20371039],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99946314,0.00012435862,0.000032842945,0.0001359184,0.00017090832,0.0000728622],"domain_scores_gemma":[0.99945575,0.00021552878,0.000046340643,0.00007894891,0.00013042346,0.00007293577],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009391458,0.0012508174,0.0010495421,0.0020192408,0.0011096527,0.0035314301,0.0016177724,0.0015357475,0.018940113],"category_scores_gemma":[0.0017802141,0.00054287247,0.0011229145,0.0014868985,0.0023085172,0.004295646,0.002346683,0.004222058,0.0027706798],"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":[0.000009344774,0.0000060762623,0.00004646003,0.00006857133,0.000007635484,0.00003853296,0.00007483756,0.0030397372,0.0007696768,0.98708284,0.002722291,0.006134012],"study_design_scores_gemma":[0.000009847045,0.000031505228,0.00015317206,0.000052994354,0.00001275944,0.00016791663,0.00011266274,0.019631196,0.0007590081,0.9503002,0.028753612,0.000015141752],"about_ca_topic_score_codex":0.0007162757,"about_ca_topic_score_gemma":0.0007560505,"teacher_disagreement_score":0.018940113,"about_ca_system_score_codex":0.0010842677,"about_ca_system_score_gemma":0.0007947607,"threshold_uncertainty_score":0.06336099},"labels":[],"label_agreement":null},{"id":"W2481807462","doi":"10.1090/cln/020/03","title":"The branch of stable solutions","year":2010,"lang":"en","type":"book-chapter","venue":"Courant lecture notes in mathematics","topic":"Origins and Evolution of Life","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 British Columbia","funders":"","keywords":"Computer science","score_opus":0.017513383860545552,"score_gpt":0.24100294835766584,"score_spread":0.2234895644971203,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2481807462","genre_codex":"other","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.09198697,0.013796881,0.10082466,0.012272804,0.0011628979,0.000056430694,0.00028909917,0.00022170231,0.7793886],"genre_scores_gemma":[0.7991248,0.008159771,0.01891151,0.0022799314,0.0031221851,0.00018259135,0.0004010768,0.00019470754,0.16762343],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9996567,0.000109929286,0.000011679073,0.00008055832,0.000092834794,0.00004831967],"domain_scores_gemma":[0.99921405,0.0004096792,0.000062874475,0.00006328976,0.00014670497,0.0001033338],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000576866,0.0006313241,0.00073747983,0.0012643979,0.0014416553,0.0029710142,0.00068264763,0.0017392881,0.013399631],"category_scores_gemma":[0.0033193599,0.00031861983,0.0005032859,0.0010264853,0.0026887143,0.0037783934,0.001388208,0.0031569893,0.0014624915],"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":[0.000008787769,0.0000032446753,0.000025234627,0.000015315065,0.000002738277,0.000017020238,0.00006478239,0.00032419598,0.0001425053,0.9934302,0.0021728233,0.0037932077],"study_design_scores_gemma":[0.0000056597078,0.0000037978425,0.000042476036,0.00000918373,0.0000013334009,0.000018224517,0.000016103675,0.0021055236,0.00005315711,0.9938088,0.0039332686,0.000002513874],"about_ca_topic_score_codex":0.0011281241,"about_ca_topic_score_gemma":0.0006116305,"teacher_disagreement_score":0.013399631,"about_ca_system_score_codex":0.001472207,"about_ca_system_score_gemma":0.0007736647,"threshold_uncertainty_score":0.04482621},"labels":[],"label_agreement":null},{"id":"W2484309028","doi":"10.1090/cln/020/10","title":"Refined profile of solutions at quenching time","year":2010,"lang":"en","type":"book-chapter","venue":"Courant lecture notes in mathematics","topic":"Advanced Mathematical Modeling in Engineering","field":"Computer 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 British Columbia","funders":"","keywords":"Quenching (fluorescence); Materials science; Computer science; Physics; Optics","score_opus":0.019641570625996106,"score_gpt":0.23588236420268988,"score_spread":0.21624079357669376,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2484309028","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.40124872,0.0017318381,0.4600729,0.0025338416,0.0007214331,0.000320958,0.0013522847,0.0017931125,0.1302249],"genre_scores_gemma":[0.8896745,0.0007411942,0.04426453,0.00060618494,0.00022850829,0.00023664991,0.0008045475,0.0007658629,0.06267798],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9995745,0.00008491524,0.000016675544,0.0000811697,0.000115822346,0.0001268959],"domain_scores_gemma":[0.99777263,0.00049022003,0.00024689478,0.00020694011,0.00064467033,0.0006385466],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001066225,0.0009020374,0.0009706842,0.0019295629,0.0012206929,0.0027326075,0.002314374,0.00198297,0.01145563],"category_scores_gemma":[0.0070513277,0.00064550404,0.0009037692,0.00065181684,0.0019778183,0.003319756,0.0017447942,0.0029923324,0.001519114],"study_design_candidate":"simulation_or_modeling","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":[0.00034677566,0.00013648404,0.0014260439,0.00020509971,0.000039182807,0.00043899636,0.00060144166,0.07988069,0.027629673,0.87324065,0.0049783085,0.011076716],"study_design_scores_gemma":[0.00005649538,0.000110094494,0.0028720945,0.00008876553,0.000029087072,0.0003167759,0.00026215755,0.6368094,0.0074707055,0.34627262,0.0055882875,0.00012353856],"about_ca_topic_score_codex":0.0042421813,"about_ca_topic_score_gemma":0.0021137532,"teacher_disagreement_score":0.01145563,"about_ca_system_score_codex":0.0026356995,"about_ca_system_score_gemma":0.0014620828,"threshold_uncertainty_score":0.038322866},"labels":[],"label_agreement":null},{"id":"W2486449668","doi":"10.1090/cln/020/07","title":"Power-law profiles on symmetric domains","year":2010,"lang":"en","type":"book-chapter","venue":"Courant lecture notes in mathematics","topic":"Spectral Theory in Mathematical Physics","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 British Columbia","funders":"","keywords":"Power (physics); Law; Political science; Physics; Thermodynamics","score_opus":0.02871147066291942,"score_gpt":0.29077851785579684,"score_spread":0.26206704719287743,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2486449668","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.26331887,0.001831159,0.24625814,0.0022900384,0.00057379354,0.00011259339,0.00036083476,0.0003021401,0.48495242],"genre_scores_gemma":[0.85962987,0.0017981584,0.021613128,0.0003382047,0.00049457094,0.00008218884,0.0002397668,0.00023092564,0.115573175],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9995896,0.00009140316,0.000016648735,0.00006010726,0.00017204136,0.00007009373],"domain_scores_gemma":[0.9991309,0.00030390578,0.00008004297,0.00012059037,0.00018857779,0.00017609261],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00052479614,0.0006441084,0.00058833987,0.001546396,0.0010684589,0.0026966454,0.00087682885,0.00084988354,0.006906827],"category_scores_gemma":[0.0027517541,0.00039784997,0.0004244045,0.0010083489,0.0024060886,0.0049022436,0.0015466684,0.0020251435,0.0012539959],"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":[0.0000048471306,0.000005178783,0.000023491863,0.00000674142,9.058383e-7,0.000022627244,0.00005467285,0.00034691035,0.0003120501,0.99697757,0.0005174742,0.0017274632],"study_design_scores_gemma":[0.000003911228,0.0000047979306,0.000058120193,0.0000050894337,9.39766e-7,0.000052286905,0.000038772854,0.0033477985,0.000203396,0.993846,0.0024351894,0.000003746584],"about_ca_topic_score_codex":0.00077240716,"about_ca_topic_score_gemma":0.00049641717,"teacher_disagreement_score":0.006906827,"about_ca_system_score_codex":0.0012301954,"about_ca_system_score_gemma":0.0004961627,"threshold_uncertainty_score":0.023105681},"labels":[],"label_agreement":null},{"id":"W2487155628","doi":"10.1090/cln/020/13","title":"Hardy–Rellich inequalities","year":2010,"lang":"en","type":"book-chapter","venue":"Courant lecture notes in mathematics","topic":"Advanced Harmonic Analysis Research","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 British Columbia","funders":"","keywords":"Inequality; Mathematics; Mathematical analysis","score_opus":0.08360598503023021,"score_gpt":0.3530680555151072,"score_spread":0.269462070484877,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2487155628","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0068306965,0.0108999945,0.051657885,0.0036907801,0.001464959,0.000023635346,0.0002141411,0.00011671609,0.92510116],"genre_scores_gemma":[0.27637237,0.019007225,0.02955581,0.002201231,0.0035423168,0.0001231625,0.0004070484,0.0005062686,0.6682846],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9995759,0.00008570045,0.00001943377,0.00008499712,0.00017993838,0.000054089887],"domain_scores_gemma":[0.9996524,0.000116925476,0.000023193928,0.00006383025,0.00009989908,0.00004369698],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000605376,0.0009114389,0.00055771077,0.0015705962,0.0009936591,0.00183228,0.00068793574,0.000870654,0.015899094],"category_scores_gemma":[0.0013216762,0.0003435169,0.0004928396,0.0012007568,0.0021514671,0.0028238397,0.0016102485,0.0035168182,0.0036166422],"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":[0.0000060543666,0.0000064204055,0.000016219254,0.000036186717,0.000004048372,0.000017134033,0.00008877816,0.0002728761,0.00041542616,0.97427905,0.009979584,0.014878112],"study_design_scores_gemma":[0.000005180407,0.0000109626135,0.0001749681,0.000036020243,0.000006120904,0.00008421708,0.000054531098,0.00107389,0.00047160406,0.8574989,0.14057341,0.000010284858],"about_ca_topic_score_codex":0.0015690939,"about_ca_topic_score_gemma":0.0016491824,"teacher_disagreement_score":0.015899094,"about_ca_system_score_codex":0.0019909495,"about_ca_system_score_gemma":0.00079251383,"threshold_uncertainty_score":0.053187788},"labels":[],"label_agreement":null},{"id":"W2488060007","doi":"10.1090/cln/020/04","title":"Estimates for the pull-in distance","year":2010,"lang":"en","type":"book-chapter","venue":"Courant lecture notes in mathematics","topic":"Experimental and Theoretical Physics 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 British Columbia","funders":"","keywords":"Computer science; Geography; Geodesy","score_opus":0.012158938703967741,"score_gpt":0.25917237702476714,"score_spread":0.2470134383207994,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2488060007","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.056748156,0.012390113,0.67971987,0.01122716,0.0018484198,0.00011630403,0.0010432134,0.00097014394,0.23593661],"genre_scores_gemma":[0.6506512,0.017832745,0.14443044,0.003715921,0.0069548674,0.0008948847,0.0023264685,0.0027179492,0.17047548],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9979596,0.00066329393,0.00011456598,0.00045265164,0.00055166637,0.0002581897],"domain_scores_gemma":[0.9793172,0.0134927975,0.0010270312,0.0014118117,0.0023360178,0.0024151925],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0050411597,0.0034053817,0.002471653,0.007956076,0.0025716189,0.0049714143,0.004722184,0.0031901924,0.024562392],"category_scores_gemma":[0.027412858,0.0010349118,0.0020650732,0.0037387933,0.005827248,0.019693114,0.007254851,0.01314986,0.0047690826],"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":[0.00003372501,0.00002767833,0.00027258173,0.00012854525,0.000018395836,0.00003615713,0.00016384151,0.0011925335,0.00057253975,0.9870639,0.0037331718,0.0067569716],"study_design_scores_gemma":[0.000008043777,0.00002879134,0.0004211128,0.00007239668,0.000028646813,0.00008534027,0.000085054264,0.010316606,0.00042050725,0.981155,0.0073522395,0.000026355092],"about_ca_topic_score_codex":0.0013468337,"about_ca_topic_score_gemma":0.0009890208,"teacher_disagreement_score":0.024562392,"about_ca_system_score_codex":0.0031973303,"about_ca_system_score_gemma":0.0009984799,"threshold_uncertainty_score":0.082169354},"labels":[],"label_agreement":null},{"id":"W2490773274","doi":"10.1090/cln/020/05","title":"The first branch of unstable solutions","year":2010,"lang":"en","type":"book-chapter","venue":"Courant lecture notes in mathematics","topic":"Origins and Evolution of Life","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 British Columbia","funders":"","keywords":"Computer science","score_opus":0.015349246498927037,"score_gpt":0.231950473761725,"score_spread":0.21660122726279796,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2490773274","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.18200777,0.007683417,0.09749143,0.009775251,0.0012423103,0.00008720794,0.00034464282,0.00033343965,0.7010344],"genre_scores_gemma":[0.8421312,0.0037724564,0.01342302,0.0016558429,0.0019536812,0.00017848329,0.00039741705,0.0002290914,0.1362588],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9996954,0.00007804948,0.000010706538,0.000058735655,0.00008878263,0.00006828632],"domain_scores_gemma":[0.9990482,0.00041362084,0.00010681546,0.00006575572,0.00018011253,0.00018549914],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00052250066,0.0008422077,0.00071162835,0.0015963262,0.0018659746,0.00374079,0.0009338897,0.0020983475,0.015900034],"category_scores_gemma":[0.0037815107,0.00035334495,0.0006038772,0.00079378736,0.0022003413,0.0031488547,0.0016075041,0.0036300402,0.0016673108],"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":[0.000027740158,0.000009097135,0.00009707193,0.000038850754,0.0000057504517,0.0000667876,0.00017834213,0.0009001416,0.0007479518,0.98960656,0.0031507055,0.0051710526],"study_design_scores_gemma":[0.000016197073,0.000017048853,0.00020997656,0.00003299971,0.0000046208834,0.0001268145,0.00007531438,0.011000794,0.00032742668,0.9824854,0.0056921947,0.000011078466],"about_ca_topic_score_codex":0.0010466041,"about_ca_topic_score_gemma":0.000512905,"teacher_disagreement_score":0.015900034,"about_ca_system_score_codex":0.0013230961,"about_ca_system_score_gemma":0.0007088772,"threshold_uncertainty_score":0.053190947},"labels":[],"label_agreement":null},{"id":"W2496678186","doi":"10.1090/cln/020/09","title":"Estimates on quenching times","year":2010,"lang":"en","type":"book-chapter","venue":"Courant lecture notes in mathematics","topic":"Advanced Mathematical Modeling in Engineering","field":"Computer 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 British Columbia","funders":"","keywords":"Quenching (fluorescence); Materials science; Environmental science; Physics; Optics","score_opus":0.016745549739675347,"score_gpt":0.2512328896759995,"score_spread":0.23448733993632415,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2496678186","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.05963914,0.015580639,0.5643688,0.008573153,0.002780662,0.0001765201,0.0009817701,0.0015796918,0.34631965],"genre_scores_gemma":[0.6124894,0.010402904,0.070144504,0.002988343,0.004213751,0.0007328157,0.0015570121,0.003410971,0.29406032],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9984226,0.00041020784,0.000060840564,0.00039226908,0.00040457596,0.00030959683],"domain_scores_gemma":[0.99023026,0.005334639,0.00067199004,0.0010656292,0.0012973096,0.0014001],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0039840047,0.0034729145,0.0026276708,0.0050343503,0.0025562297,0.0033782783,0.003760373,0.0026616922,0.029814297],"category_scores_gemma":[0.016724091,0.0012867318,0.00281005,0.0025172937,0.0040547405,0.009081866,0.0057270336,0.010752921,0.0051177116],"study_design_candidate":"simulation_or_modeling","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":[0.00008440771,0.000042289692,0.00029142093,0.0002025355,0.000032872485,0.000055744084,0.00021970036,0.0059180353,0.0031778277,0.9694732,0.007903656,0.012598368],"study_design_scores_gemma":[0.000017767723,0.000064064494,0.0011123508,0.00011733622,0.00007438142,0.00016839163,0.00011225049,0.053161297,0.0025002,0.92259234,0.020020898,0.00005873711],"about_ca_topic_score_codex":0.002492065,"about_ca_topic_score_gemma":0.0018332045,"teacher_disagreement_score":0.029814297,"about_ca_system_score_codex":0.004412021,"about_ca_system_score_gemma":0.0012953664,"threshold_uncertainty_score":0.09973878},"labels":[],"label_agreement":null},{"id":"W2500880949","doi":"10.1090/cln/020/11","title":"A fourth-order model with a clamped boundary on a ball","year":2010,"lang":"en","type":"book-chapter","venue":"Courant lecture notes in mathematics","topic":"Advanced Mathematical Modeling in Engineering","field":"Computer 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 British Columbia","funders":"","keywords":"Ball (mathematics); Boundary (topology); Computer science; Mathematics; Mathematical analysis","score_opus":0.017534272496883274,"score_gpt":0.2364521844753254,"score_spread":0.21891791197844213,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2500880949","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.2755481,0.0023316059,0.4995933,0.0062971218,0.0018272896,0.00019309763,0.0006467539,0.0009050231,0.21265769],"genre_scores_gemma":[0.8702836,0.00076397543,0.020397937,0.00058472576,0.00033398316,0.00015059148,0.00027128475,0.00020652985,0.10700743],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99951255,0.00013214313,0.00002597932,0.00010678188,0.00011927612,0.00010324408],"domain_scores_gemma":[0.9990839,0.00025826303,0.00011984774,0.000101774975,0.00016749128,0.00026881293],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007013217,0.0014202637,0.0031912723,0.0013663071,0.001886884,0.0050058905,0.0038169625,0.007684247,0.009283065],"category_scores_gemma":[0.0019133113,0.0012539249,0.0019621993,0.0008204452,0.004503565,0.00354694,0.0033447202,0.0030295223,0.0014594732],"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":[0.00019027885,0.00017203235,0.00052901055,0.00013127406,0.00005824679,0.00065856334,0.00028694613,0.3704241,0.0041791806,0.6181412,0.0024059983,0.0028231659],"study_design_scores_gemma":[0.00008344319,0.00007815577,0.00018155115,0.000019894447,0.000023492436,0.000121382036,0.00010338062,0.9044433,0.0004889984,0.09245258,0.0019459494,0.000057859965],"about_ca_topic_score_codex":0.0125228595,"about_ca_topic_score_gemma":0.004292769,"teacher_disagreement_score":0.0125228595,"about_ca_system_score_codex":0.001903503,"about_ca_system_score_gemma":0.0017110344,"threshold_uncertainty_score":0.031054974},"labels":[],"label_agreement":null},{"id":"W2500981160","doi":"10.1090/cln/020/02","title":"Estimates for the pull-in voltage","year":2010,"lang":"en","type":"book-chapter","venue":"Courant lecture notes in mathematics","topic":"Power Transformer Diagnostics and Insulation","field":"Engineering","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 British Columbia","funders":"","keywords":"Voltage; Materials science; Electrical engineering; Engineering","score_opus":0.014228270763775199,"score_gpt":0.2303324983761735,"score_spread":0.2161042276123983,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2500981160","genre_codex":"methods","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.013516493,0.0093478365,0.83927834,0.003101676,0.0014703581,0.000053033873,0.0003830292,0.0007996699,0.13204964],"genre_scores_gemma":[0.58100873,0.023239693,0.14620228,0.0023046967,0.006397627,0.00046352384,0.0016872266,0.0042913062,0.23440497],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9988727,0.00038132322,0.000060038954,0.00024352978,0.00030324134,0.00013918638],"domain_scores_gemma":[0.99058366,0.0058886353,0.00051493495,0.0008321356,0.0015281936,0.0006524186],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0033096059,0.0036006318,0.0015212737,0.0052737943,0.0011666719,0.003702937,0.0028163893,0.0021750976,0.023570556],"category_scores_gemma":[0.01827534,0.00094985624,0.001748926,0.001837987,0.0032703762,0.011292673,0.0039668498,0.008025258,0.0062367003],"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":[0.00005664969,0.000051226583,0.00039444823,0.00037010654,0.00004677936,0.000100616,0.0002250488,0.008363632,0.0041087694,0.9544575,0.0076592923,0.02416587],"study_design_scores_gemma":[0.0000075660014,0.000046622583,0.0007016145,0.00022916905,0.000066289525,0.00025898608,0.00012771829,0.08625649,0.00281561,0.88963175,0.019804649,0.000053457134],"about_ca_topic_score_codex":0.00084970455,"about_ca_topic_score_gemma":0.00081968564,"teacher_disagreement_score":0.023570556,"about_ca_system_score_codex":0.0018282633,"about_ca_system_score_gemma":0.00061030465,"threshold_uncertainty_score":0.0788514},"labels":[],"label_agreement":null},{"id":"W2501890334","doi":"10.1090/cln/020/12","title":"A fourth-order model with a pinned boundary on convex domains","year":2010,"lang":"en","type":"book-chapter","venue":"Courant lecture notes in mathematics","topic":"Advanced Mathematical Modeling in Engineering","field":"Computer 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 British Columbia","funders":"","keywords":"Regular polygon; Boundary (topology); Order (exchange); Mathematics; Geometry; Geology; Mathematical analysis; Economics","score_opus":0.015748776057037728,"score_gpt":0.23522866060248654,"score_spread":0.2194798845454488,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2501890334","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.27250552,0.0019288423,0.51417065,0.0061174817,0.0010562079,0.00016705072,0.00065168,0.00048435805,0.20291819],"genre_scores_gemma":[0.88773966,0.0007015753,0.021146785,0.00044618745,0.000303339,0.0001254995,0.00024682135,0.00015544574,0.08913477],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99956375,0.00012660443,0.000019256135,0.0000841627,0.000105511645,0.00010070901],"domain_scores_gemma":[0.99884415,0.00040546342,0.00016050946,0.0001143517,0.00018740045,0.00028805126],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006819087,0.0012822163,0.0021997488,0.0012939434,0.0015595299,0.0051398403,0.0029821468,0.005507273,0.008081829],"category_scores_gemma":[0.0024702777,0.0011000544,0.0014554808,0.0007151987,0.0043162224,0.003952374,0.0028950833,0.003363857,0.0008967125],"study_design_candidate":"simulation_or_modeling","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":[0.000068067304,0.00008277808,0.0003066852,0.00005655288,0.00002241712,0.0003238909,0.00015203483,0.1986263,0.0014139238,0.7958915,0.0015576095,0.0014983114],"study_design_scores_gemma":[0.000040791496,0.000038576294,0.00013590399,0.000017638,0.000012598278,0.00009132441,0.00009673047,0.823414,0.00031274388,0.17428082,0.0015237727,0.000034990848],"about_ca_topic_score_codex":0.008643704,"about_ca_topic_score_gemma":0.0033552323,"teacher_disagreement_score":0.008643704,"about_ca_system_score_codex":0.0021183053,"about_ca_system_score_gemma":0.001501296,"threshold_uncertainty_score":0.027036369},"labels":[],"label_agreement":null},{"id":"W4237820867","doi":"10.1090/cln/020/01","title":"Introduction","year":2010,"lang":"en","type":"book-chapter","venue":"Courant lecture notes 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 British Columbia","funders":"","keywords":"Computer science","score_opus":0.016055436055738833,"score_gpt":0.2445165332308404,"score_spread":0.22846109717510157,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4237820867","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":[0.0004110605,0.002433715,0.004513639,0.002560513,0.0045621474,0.00009357486,0.0013429506,0.00062665186,0.9834557],"genre_scores_gemma":[0.001933673,0.001739137,0.0013665765,0.0009580066,0.0010282459,0.0000693131,0.0010954347,0.0002450819,0.9915644],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.999463,0.000058347094,0.000019160263,0.00012491533,0.00026778993,0.00006666276],"domain_scores_gemma":[0.99924564,0.000105012645,0.000029564637,0.00010339109,0.00034227537,0.00017420138],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00053773,0.00084619026,0.0005419868,0.0016028739,0.0014040505,0.0039227656,0.0014692737,0.0014162975,0.51811576],"category_scores_gemma":[0.0020914725,0.00029847762,0.00050210045,0.0013472898,0.00077516976,0.0029419174,0.0021498706,0.0019130437,0.41064152],"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":[0.000028970797,0.000041353323,0.00011273744,0.00018607122,0.000002635099,0.000045306562,0.00019732556,0.00013413205,0.00045241,0.079848,0.7614243,0.15752672],"study_design_scores_gemma":[0.0000014576376,0.0000057752045,0.00006233344,0.000051437084,8.283086e-7,0.000024631438,0.000032701697,0.000016860464,0.00006449441,0.0056376923,0.9940995,0.0000022218435],"about_ca_topic_score_codex":0.002074768,"about_ca_topic_score_gemma":0.002767618,"teacher_disagreement_score":0.48188424,"about_ca_system_score_codex":0.0013133767,"about_ca_system_score_gemma":0.0019620555,"threshold_uncertainty_score":0.6873494},"labels":[],"label_agreement":null},{"id":"W4403673586","doi":"10.1090/cln/033/10","title":"Forward and backward equations for SDEs","year":2024,"lang":"en","type":"book-chapter","venue":"Courant lecture notes in mathematics","topic":"Advanced Mathematical Modeling in Engineering","field":"Computer 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 British Columbia","funders":"","keywords":"Applied mathematics; Mathematics; Econometrics; Computer science","score_opus":0.029227365157169467,"score_gpt":0.2701210403585591,"score_spread":0.24089367520138963,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4403673586","genre_codex":"methods","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.024705414,0.0057307975,0.7784229,0.0029694291,0.0016303741,0.00010448404,0.0006277029,0.00018727714,0.18562172],"genre_scores_gemma":[0.50465477,0.008615516,0.14312202,0.0013973918,0.0016420967,0.0003661411,0.0011273198,0.00042085914,0.33865386],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99964976,0.0000843279,0.000026512842,0.00006220523,0.00013945469,0.00003780145],"domain_scores_gemma":[0.9993407,0.0003245456,0.000046187248,0.000043779113,0.00017671392,0.00006803105],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009855813,0.0011031806,0.0008910406,0.0009605249,0.0007647149,0.0019518241,0.00084223895,0.0013417503,0.009470667],"category_scores_gemma":[0.0028334497,0.00047420902,0.001366235,0.0007931092,0.0018497698,0.0031654225,0.0020458456,0.003815275,0.001029979],"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":[0.0000057647253,0.00000690277,0.000047062815,0.000029749423,0.0000048393954,0.000029850396,0.00009382392,0.0036166983,0.00035506758,0.9890598,0.0018035946,0.0049468335],"study_design_scores_gemma":[0.000008935273,0.000009940157,0.00007364301,0.000017507218,0.000006356861,0.000043819316,0.00003274212,0.032360636,0.0001752816,0.95657825,0.01068366,0.000009303042],"about_ca_topic_score_codex":0.0049594254,"about_ca_topic_score_gemma":0.0036709285,"teacher_disagreement_score":0.009470667,"about_ca_system_score_codex":0.0016801978,"about_ca_system_score_gemma":0.0012067702,"threshold_uncertainty_score":0.03168255},"labels":[],"label_agreement":null},{"id":"W4403673593","doi":"10.1090/cln/033","title":"Applied Stochastic Analysis","year":2024,"lang":"en","type":"book","venue":"Courant lecture notes in mathematics","topic":"Stochastic processes and financial applications","field":"Economics, Econometrics and Finance","cited_by":16,"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 British Columbia","funders":"","keywords":"Computer science","score_opus":0.02154063939230087,"score_gpt":0.22953464392432368,"score_spread":0.20799400453202282,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4403673593","genre_codex":"methods","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0043078912,0.06440715,0.6109509,0.0047901194,0.008078318,0.00008292954,0.0008691016,0.00089785916,0.30561575],"genre_scores_gemma":[0.18191841,0.051678892,0.13334498,0.0015257164,0.009472927,0.00031061555,0.001471257,0.0011973092,0.6190799],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9993013,0.00021400432,0.0000414295,0.00010747675,0.0003035868,0.000032231557],"domain_scores_gemma":[0.9993125,0.00026742576,0.000035000434,0.0001490592,0.00020101943,0.000035029752],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008994173,0.0012112379,0.0014696207,0.0013907069,0.0004898305,0.0021082216,0.00057016953,0.0009923583,0.017478267],"category_scores_gemma":[0.0024368335,0.0004691815,0.0009884542,0.0018887753,0.0011746377,0.0011745056,0.0014082025,0.0021262153,0.005906165],"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":[0.000016026692,0.000038163435,0.00024987877,0.00022497638,0.0000844224,0.0000657609,0.00008998501,0.018662425,0.0009712128,0.7005248,0.10100245,0.17806996],"study_design_scores_gemma":[0.000006598201,0.000019076875,0.0006356194,0.00010468375,0.00002335329,0.00011680855,0.00002519757,0.04750836,0.00048418573,0.7416907,0.20936851,0.000016825734],"about_ca_topic_score_codex":0.002067536,"about_ca_topic_score_gemma":0.0019928461,"teacher_disagreement_score":0.017478267,"about_ca_system_score_codex":0.0012360681,"about_ca_system_score_gemma":0.00089732185,"threshold_uncertainty_score":0.058470607},"labels":[],"label_agreement":null},{"id":"W4403673597","doi":"10.1090/cln/033/02","title":"Markov chains (I)","year":2024,"lang":"en","type":"book-chapter","venue":"Courant lecture notes in mathematics","topic":"Markov Chains and Monte Carlo Methods","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 British Columbia","funders":"","keywords":"Markov chain; Computer science; Machine learning","score_opus":0.053041278649226066,"score_gpt":0.3237377894647118,"score_spread":0.27069651081548574,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4403673597","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":[0.006030463,0.0029618368,0.41142824,0.0027355258,0.0013226751,0.00013653506,0.0014331059,0.00053861074,0.5734131],"genre_scores_gemma":[0.32473698,0.006998812,0.11114211,0.0025789558,0.0017836328,0.0007058859,0.002574476,0.00064438395,0.5488347],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99929345,0.00017452615,0.00003161142,0.00018580108,0.00023251287,0.00008208361],"domain_scores_gemma":[0.9988669,0.00051855796,0.00009286643,0.00019641513,0.00025250838,0.000072709234],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00063066767,0.00075691665,0.0005438666,0.0009262582,0.0009977582,0.0025511126,0.00064505544,0.0013287732,0.050592054],"category_scores_gemma":[0.0034089198,0.0004222053,0.00063636404,0.0012946374,0.00182247,0.002464023,0.0012266015,0.0022639225,0.011240198],"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":[0.000003704352,0.000007238175,0.00006534599,0.000032664753,0.000004792384,0.00002020455,0.000059004335,0.0021815114,0.00014252229,0.9786442,0.008623878,0.010215006],"study_design_scores_gemma":[0.0000046302,0.000008085476,0.00010374846,0.00003876227,0.0000053078056,0.000060157738,0.00002785139,0.008816302,0.00026486756,0.9262601,0.06440177,0.000008408519],"about_ca_topic_score_codex":0.002795884,"about_ca_topic_score_gemma":0.0017277596,"teacher_disagreement_score":0.050592054,"about_ca_system_score_codex":0.0011992913,"about_ca_system_score_gemma":0.001237355,"threshold_uncertainty_score":0.16924727},"labels":[],"label_agreement":null},{"id":"W4403673602","doi":"10.1090/cln/033/06","title":"Brownian motion","year":2024,"lang":"en","type":"book-chapter","venue":"Courant lecture notes in mathematics","topic":"stochastic dynamics and bifurcation","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 British Columbia","funders":"","keywords":"Brownian motion; Mathematics; Statistics","score_opus":0.011466156426882661,"score_gpt":0.23400292802566466,"score_spread":0.222536771598782,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4403673602","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":[0.004770991,0.010411734,0.10907499,0.0023627153,0.0023232892,0.000047719233,0.00043350004,0.0003358915,0.8702392],"genre_scores_gemma":[0.06971788,0.008438189,0.013535924,0.00085691793,0.0011182734,0.0000984973,0.0005465642,0.00022085728,0.905467],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9998324,0.000026746142,0.000006157699,0.00004523864,0.000076671786,0.000012715514],"domain_scores_gemma":[0.9998915,0.000026120066,0.000007913832,0.000022626775,0.0000364885,0.000015324882],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00019968706,0.00069639855,0.00052901363,0.0007195854,0.0004464773,0.0016223049,0.00038458104,0.0007649944,0.026560454],"category_scores_gemma":[0.0006759826,0.00020969746,0.00025029364,0.0005855997,0.00076670625,0.0012448836,0.000787463,0.0012584535,0.012477591],"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":[0.0000043464406,0.0000087263925,0.00003778143,0.00004186788,0.000004698624,0.000026948972,0.00006381191,0.00083431776,0.00088205683,0.9252653,0.029421864,0.043408398],"study_design_scores_gemma":[0.000005690478,0.000015456733,0.00029342875,0.000040722407,0.00000609912,0.0001439293,0.00002755487,0.0035756368,0.0006467076,0.5245724,0.4706624,0.000010024342],"about_ca_topic_score_codex":0.00062836974,"about_ca_topic_score_gemma":0.0005205728,"teacher_disagreement_score":0.026560454,"about_ca_system_score_codex":0.0005873999,"about_ca_system_score_gemma":0.0003996287,"threshold_uncertainty_score":0.0888536},"labels":[],"label_agreement":null},{"id":"W4403673605","doi":"10.1090/cln/033/11","title":"Some applications of the backward equation","year":2024,"lang":"en","type":"book-chapter","venue":"Courant lecture notes in mathematics","topic":"Numerical methods in inverse problems","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 British Columbia","funders":"","keywords":"Mathematics","score_opus":0.07714348298156842,"score_gpt":0.32978252540385783,"score_spread":0.2526390424222894,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4403673605","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":[0.009495791,0.031744413,0.28846565,0.0034726774,0.0030055323,0.000057939837,0.00016375372,0.0002419101,0.6633524],"genre_scores_gemma":[0.21561548,0.036645193,0.14473183,0.0018188058,0.0025331513,0.00018152698,0.00031047667,0.00049105485,0.5976725],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9997657,0.00006744768,0.000011045587,0.000033246804,0.00009854293,0.000023919705],"domain_scores_gemma":[0.9997563,0.00013946876,0.000013119825,0.000023247938,0.000046770387,0.000021184978],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004859396,0.0010350528,0.00094281265,0.0010597525,0.0011195985,0.0017409184,0.0007050252,0.0015689669,0.013326464],"category_scores_gemma":[0.0015263909,0.00049647683,0.0012451189,0.0011929412,0.0014831603,0.0017609366,0.0016219607,0.0025926384,0.0023592096],"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":[0.000020772417,0.000019522295,0.000049732636,0.000106476,0.000008391047,0.00011529337,0.0001315256,0.004145209,0.0019858568,0.959017,0.0060206293,0.028379576],"study_design_scores_gemma":[0.000013107532,0.000026434951,0.00013169664,0.000068582485,0.000012157103,0.00022097456,0.000049784023,0.021675209,0.0012337709,0.8930558,0.08349464,0.0000178496],"about_ca_topic_score_codex":0.0022764544,"about_ca_topic_score_gemma":0.0019910159,"teacher_disagreement_score":0.013326464,"about_ca_system_score_codex":0.0010920006,"about_ca_system_score_gemma":0.00076072244,"threshold_uncertainty_score":0.044581473},"labels":[],"label_agreement":null},{"id":"W4403673609","doi":"10.1090/cln/033/09","title":"Numerically solving SDEs","year":2024,"lang":"en","type":"book-chapter","venue":"Courant lecture notes in mathematics","topic":"Educational Technology and Optimization","field":"Computer 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 British Columbia","funders":"","keywords":"Environmental science; Computer science; Applied mathematics; Mathematics","score_opus":0.01602295420737938,"score_gpt":0.25138932642246037,"score_spread":0.235366372215081,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4403673609","genre_codex":"methods","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.011879341,0.0005162476,0.943806,0.000406914,0.00020428885,0.000040898976,0.00009972237,0.00061973283,0.042426858],"genre_scores_gemma":[0.40530616,0.0009524901,0.53541774,0.00032655455,0.00018499841,0.0002648545,0.000514469,0.00084442494,0.05618825],"study_design_codex":"simulation_or_modeling","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9996928,0.00009559551,0.00001808414,0.00006489843,0.00010153376,0.000027065305],"domain_scores_gemma":[0.9991339,0.00062727404,0.000039069888,0.00008166334,0.000090905894,0.00002727965],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005875819,0.0008300087,0.0008962085,0.0004200085,0.0005538112,0.0014912019,0.00079693226,0.0011940429,0.013717321],"category_scores_gemma":[0.0040839543,0.0005382849,0.00085373974,0.0005158596,0.0008861674,0.0012046398,0.0018480081,0.001834838,0.001844386],"study_design_candidate":"theoretical_or_conceptual","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":[0.000050022747,0.000041615,0.00039785219,0.00024648727,0.000055293043,0.00011348912,0.00012529665,0.713133,0.002406758,0.19604012,0.004544501,0.082845636],"study_design_scores_gemma":[0.000017689255,0.000014938013,0.000050450086,0.000020922778,0.000008168114,0.000026466987,0.00002746693,0.9259763,0.0008346304,0.06789015,0.0051264805,0.0000063879065],"about_ca_topic_score_codex":0.0032544613,"about_ca_topic_score_gemma":0.0040921797,"teacher_disagreement_score":0.013717321,"about_ca_system_score_codex":0.00057206,"about_ca_system_score_gemma":0.0007878045,"threshold_uncertainty_score":0.04588902},"labels":[],"label_agreement":null},{"id":"W4403673614","doi":"10.1090/cln/033/08","title":"Stochastic differential equations","year":2024,"lang":"en","type":"book-chapter","venue":"Courant lecture notes in mathematics","topic":"Stochastic processes and financial applications","field":"Economics, Econometrics and Finance","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 British Columbia","funders":"","keywords":"Stochastic differential equation; Applied mathematics; Mathematics; Computer science","score_opus":0.03378296692747827,"score_gpt":0.2360300123218526,"score_spread":0.20224704539437433,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4403673614","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":[0.015231275,0.030322265,0.43176553,0.00573291,0.0037487287,0.00008610222,0.0015210996,0.0004606993,0.51113135],"genre_scores_gemma":[0.3317227,0.024658302,0.04317606,0.001556636,0.0027103822,0.00021598284,0.0015716429,0.0003175528,0.5940708],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99981385,0.000042958454,0.00000851067,0.00003860997,0.000081256294,0.000014810676],"domain_scores_gemma":[0.9998072,0.00006858289,0.000018997815,0.00002128716,0.00006748105,0.000016596585],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00027500707,0.00064452295,0.00092062674,0.00051338435,0.00034671673,0.0013072342,0.00041732652,0.0008244554,0.0133048],"category_scores_gemma":[0.0010131139,0.00022561479,0.00047317953,0.000736795,0.0006399055,0.0007969839,0.0007496861,0.0013037856,0.0033843399],"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":[0.0000049709142,0.000017775503,0.00014537507,0.00005640624,0.000016119577,0.00006525702,0.000052116917,0.014724197,0.00054779305,0.93463373,0.022162223,0.02757389],"study_design_scores_gemma":[0.000010441549,0.000011858712,0.00051931385,0.00005510505,0.000012663179,0.0001231229,0.000030045308,0.05915419,0.00030334643,0.79112214,0.14864336,0.0000144188925],"about_ca_topic_score_codex":0.0028525002,"about_ca_topic_score_gemma":0.0017343971,"teacher_disagreement_score":0.0133048,"about_ca_system_score_codex":0.0010359203,"about_ca_system_score_gemma":0.0006790309,"threshold_uncertainty_score":0.044508994},"labels":[],"label_agreement":null},{"id":"W4403673616","doi":"10.1090/cln/033/04","title":"Continuous-time Markov chains","year":2024,"lang":"en","type":"book-chapter","venue":"Courant lecture notes in mathematics","topic":"Petri Nets in System Modeling","field":"Computer 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 British Columbia","funders":"","keywords":"Markov chain; Computer science; Mathematics; Statistics","score_opus":0.01713386650007292,"score_gpt":0.2388774026092674,"score_spread":0.22174353610919448,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4403673616","genre_codex":"methods","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.024370627,0.005422435,0.7261884,0.0022750138,0.00052734045,0.000082277234,0.0006805095,0.00037860594,0.24007477],"genre_scores_gemma":[0.7947465,0.0077574626,0.0532041,0.00048237582,0.0005117592,0.00026546957,0.0010126659,0.0001653261,0.14185432],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99940646,0.00015949599,0.000028456521,0.00012838861,0.00021608904,0.00006107651],"domain_scores_gemma":[0.9974728,0.0018127532,0.000114011564,0.0001998126,0.00028792804,0.00011273144],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00069145317,0.0007008748,0.00069845835,0.0007309877,0.0006467437,0.002379786,0.00063369743,0.0010689506,0.014324185],"category_scores_gemma":[0.0048123347,0.0004365391,0.0005711107,0.0011738513,0.0014368218,0.002027583,0.0010216676,0.0018527146,0.0017147901],"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":[0.0000097934935,0.0000123285545,0.00010879803,0.00003067847,0.0000099489425,0.000049226073,0.000052237672,0.019101935,0.00021785738,0.9687641,0.0024878897,0.0091551365],"study_design_scores_gemma":[0.000007799095,0.000007123146,0.00011293997,0.000019775594,0.000006714263,0.000032291595,0.000019428995,0.06789236,0.00016690872,0.9211285,0.010598755,0.0000073485517],"about_ca_topic_score_codex":0.0026443854,"about_ca_topic_score_gemma":0.0015612185,"teacher_disagreement_score":0.014324185,"about_ca_system_score_codex":0.0015622022,"about_ca_system_score_gemma":0.0010628828,"threshold_uncertainty_score":0.047919154},"labels":[],"label_agreement":null},{"id":"W4403673617","doi":"10.1090/cln/033/07","title":"Stochastic integration","year":2024,"lang":"en","type":"book-chapter","venue":"Courant lecture notes in mathematics","topic":"Markov Chains and Monte Carlo Methods","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 British Columbia","funders":"","keywords":"Computer science","score_opus":0.05830516356459813,"score_gpt":0.33075547582471215,"score_spread":0.272450312260114,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4403673617","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":[0.0033269427,0.010498984,0.30365732,0.003075181,0.0021364018,0.000045044035,0.00041900523,0.0004867183,0.6763544],"genre_scores_gemma":[0.108629435,0.009554824,0.04418978,0.0010323811,0.0015486958,0.00012489222,0.00063615653,0.000605043,0.83367884],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.999681,0.000059785732,0.0000108015365,0.000055003446,0.0001736071,0.000019749716],"domain_scores_gemma":[0.9997936,0.00006194374,0.000011424746,0.00003831659,0.00007535976,0.000019421845],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00038751916,0.0006981379,0.000830969,0.00072453916,0.0005475077,0.0016422247,0.00053353235,0.00087411236,0.02808568],"category_scores_gemma":[0.0011682833,0.0003159802,0.00048666506,0.0006942621,0.00092778227,0.0012002124,0.0010549547,0.0019221699,0.0090782745],"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":[0.000004251841,0.000013071487,0.000041090152,0.00004158613,0.0000087255585,0.000019983521,0.000037651826,0.0038841874,0.00043001332,0.92266923,0.030124467,0.042725667],"study_design_scores_gemma":[0.0000043544455,0.000008605234,0.00018009053,0.000044357646,0.0000068826903,0.000069340094,0.000018468583,0.016862068,0.0004971871,0.7928532,0.18944521,0.000010192115],"about_ca_topic_score_codex":0.0016048102,"about_ca_topic_score_gemma":0.0014642028,"teacher_disagreement_score":0.02808568,"about_ca_system_score_codex":0.0010981121,"about_ca_system_score_gemma":0.0007517608,"threshold_uncertainty_score":0.093955934},"labels":[],"label_agreement":null},{"id":"W4403673619","doi":"10.1090/cln/033/12","title":"Detailed balance, symmetry, and eigenfunction expansions","year":2024,"lang":"en","type":"book-chapter","venue":"Courant lecture notes in mathematics","topic":"Matrix Theory and Algorithms","field":"Computer 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 British Columbia","funders":"","keywords":"Eigenfunction; Balance (ability); Symmetry (geometry); Mathematics; Physics; Mathematical physics; Geometry; Eigenvalues and eigenvectors; Quantum mechanics; Psychology; Neuroscience","score_opus":0.014112148998364897,"score_gpt":0.23519831154687867,"score_spread":0.22108616254851376,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4403673619","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":[0.10326251,0.008481798,0.31846172,0.0036001944,0.0015686516,0.000045131324,0.00030338843,0.00046942692,0.56380713],"genre_scores_gemma":[0.74874645,0.004741592,0.03871823,0.0010122918,0.001427857,0.00013202005,0.00041313295,0.0006621847,0.20414615],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9997918,0.00004975764,0.0000076083456,0.000035431884,0.00007538637,0.000039940456],"domain_scores_gemma":[0.9997801,0.00007717343,0.00002501355,0.000051896302,0.000039679093,0.00002614634],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00053799356,0.00060971157,0.00074200635,0.0008838456,0.0008335781,0.0020316106,0.00086323393,0.0010001237,0.010360879],"category_scores_gemma":[0.0013914873,0.0004170807,0.000646989,0.0007613349,0.0020380877,0.004481985,0.00089422025,0.0019875793,0.001967534],"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":[0.0000051812312,0.000005026737,0.000018753057,0.00000757013,0.0000014510537,0.000011374911,0.000031262618,0.00088925834,0.00027132375,0.9942332,0.0016167363,0.0029089225],"study_design_scores_gemma":[0.0000018826332,0.0000034251489,0.000041548963,0.000003988508,8.7763584e-7,0.000019725096,0.000013612036,0.0042015566,0.00009155127,0.9935278,0.0020908655,0.0000030687763],"about_ca_topic_score_codex":0.0007444318,"about_ca_topic_score_gemma":0.00069307553,"teacher_disagreement_score":0.010360879,"about_ca_system_score_codex":0.00080065447,"about_ca_system_score_gemma":0.00043856492,"threshold_uncertainty_score":0.034660578},"labels":[],"label_agreement":null},{"id":"W4403673621","doi":"10.1090/cln/033/05","title":"Gaussian processes & stationary processes","year":2024,"lang":"en","type":"book-chapter","venue":"Courant lecture notes in mathematics","topic":"Time Series Analysis and Forecasting","field":"Computer 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 British Columbia","funders":"","keywords":"Gaussian; Gaussian process; Statistical physics; Computer science; Mathematics; Physics; Quantum mechanics","score_opus":0.02639448315103171,"score_gpt":0.25276405698676596,"score_spread":0.22636957383573425,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4403673621","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":[0.0045340937,0.062095188,0.29534656,0.004968348,0.007459472,0.00007585346,0.0009273831,0.0012496846,0.62334347],"genre_scores_gemma":[0.14252238,0.06349718,0.07764536,0.0021206716,0.009716942,0.00019272012,0.00094969425,0.001518144,0.7018369],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99967515,0.000067884954,0.000012493929,0.000087136,0.00013877855,0.000018483277],"domain_scores_gemma":[0.999416,0.0002952168,0.00005247505,0.00006963539,0.00013342679,0.000033282056],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004353603,0.0014030795,0.000988636,0.0015570439,0.00046962648,0.003703523,0.0006983069,0.0015617945,0.0221805],"category_scores_gemma":[0.0016943171,0.0005282666,0.00033178812,0.0029892966,0.0018174569,0.0031062062,0.0007634687,0.002143744,0.013540446],"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":[0.0000106775915,0.000017104092,0.000045736968,0.00016882824,0.0000073623296,0.000062651765,0.00009860905,0.001992107,0.00067641935,0.8664682,0.059460465,0.07099174],"study_design_scores_gemma":[0.000004940518,0.000019576351,0.00019955961,0.00006545807,0.000011963075,0.00017723285,0.000042633394,0.010408084,0.0006474428,0.66453654,0.32386982,0.000016903365],"about_ca_topic_score_codex":0.0013278219,"about_ca_topic_score_gemma":0.000951241,"teacher_disagreement_score":0.0221805,"about_ca_system_score_codex":0.0008657446,"about_ca_system_score_gemma":0.00055853,"threshold_uncertainty_score":0.07420117},"labels":[],"label_agreement":null},{"id":"W4403673625","doi":"10.1090/cln/033/13","title":"Asymptotic analysis of SDEs","year":2024,"lang":"en","type":"book-chapter","venue":"Courant lecture notes in mathematics","topic":"Process Optimization and Integration","field":"Engineering","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 British Columbia","funders":"","keywords":"Mathematics; Applied mathematics","score_opus":0.01174177244110039,"score_gpt":0.22720662087032145,"score_spread":0.21546484842922106,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4403673625","genre_codex":"methods","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.028732637,0.0066278875,0.8710068,0.0021518562,0.0005498651,0.00004689211,0.00028427117,0.00038912368,0.090210706],"genre_scores_gemma":[0.83134246,0.008828612,0.062871605,0.000969166,0.0019783573,0.00036248774,0.0010458236,0.0005448497,0.092056714],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9985495,0.00066771667,0.000057104364,0.00019211194,0.00040573656,0.00012775647],"domain_scores_gemma":[0.99167246,0.0055065383,0.000415472,0.0005497536,0.0014886075,0.0003672533],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0024608113,0.0011454991,0.0015430659,0.0021036442,0.0005525787,0.00229193,0.001346858,0.0012719684,0.0076019545],"category_scores_gemma":[0.01740207,0.00060579675,0.0013604856,0.0012899578,0.0027188163,0.002578145,0.0029920605,0.0035219707,0.00095446606],"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":[0.000023005452,0.00002533338,0.00039747448,0.00011657045,0.000042717053,0.00005146241,0.00007090964,0.041756496,0.00071037235,0.9433685,0.0035582592,0.009878895],"study_design_scores_gemma":[0.000009180422,0.000019953493,0.00044722782,0.00004271193,0.000016013262,0.000052970132,0.000033013846,0.3640265,0.0002782823,0.6315197,0.003538491,0.00001590828],"about_ca_topic_score_codex":0.0030383274,"about_ca_topic_score_gemma":0.0017839515,"teacher_disagreement_score":0.0076019545,"about_ca_system_score_codex":0.001799794,"about_ca_system_score_gemma":0.0011035332,"threshold_uncertainty_score":0.025431037},"labels":[],"label_agreement":null},{"id":"W4403673627","doi":"10.1090/cln/033/01","title":"Introduction","year":2024,"lang":"en","type":"book-chapter","venue":"Courant lecture notes 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 British Columbia","funders":"","keywords":"Computer science","score_opus":0.018195928407167983,"score_gpt":0.2530610357083177,"score_spread":0.23486510730114973,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4403673627","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":[0.00039056686,0.0020708933,0.003843643,0.0024708821,0.004341327,0.00011605191,0.0019115341,0.00069566036,0.98415947],"genre_scores_gemma":[0.0014667441,0.0013242288,0.0011396486,0.00085739314,0.00086054445,0.00007407138,0.0013676436,0.0002387838,0.9926709],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9994261,0.00006215658,0.000019467585,0.00012450956,0.00029833478,0.00006945769],"domain_scores_gemma":[0.99916327,0.00011407188,0.000031057007,0.00011019289,0.00038423407,0.0001971587],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0005687079,0.00087683176,0.0005704114,0.0018007512,0.0014478933,0.0041617737,0.0015391514,0.0014747946,0.59165704],"category_scores_gemma":[0.002183697,0.0003263916,0.0005234343,0.0014999234,0.0006859586,0.002797094,0.0022105156,0.0018848754,0.48381594],"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":[0.000028454591,0.000041835912,0.000099579185,0.00016140607,0.000002201485,0.000039532573,0.00014868063,0.000114080925,0.00038271604,0.05335839,0.81073445,0.13488874],"study_design_scores_gemma":[0.0000015481108,0.000005781176,0.00006220462,0.000048894344,7.60068e-7,0.000021517359,0.000031387783,0.000015183583,0.00005757059,0.004386415,0.9953666,0.0000021165558],"about_ca_topic_score_codex":0.0022738348,"about_ca_topic_score_gemma":0.0030994876,"teacher_disagreement_score":0.40834296,"about_ca_system_score_codex":0.0013263589,"about_ca_system_score_gemma":0.0020322653,"threshold_uncertainty_score":0.58245164},"labels":[],"label_agreement":null},{"id":"W4403673641","doi":"10.1090/cln/033/03","title":"Markov chains (II): Detailed balance, and Markov chain Monte Carlo (MCMC)","year":2024,"lang":"en","type":"book-chapter","venue":"Courant lecture notes in mathematics","topic":"Markov Chains and Monte Carlo Methods","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 British Columbia","funders":"","keywords":"Markov chain Monte Carlo; Markov chain; Balance equation; Statistical physics; Monte Carlo method; Markov chain mixing time; Detailed balance; Balance (ability); Computer science; Markov model; Mathematics; Physics; Statistics; Machine learning; Psychology","score_opus":0.02910457283697532,"score_gpt":0.2880834066322882,"score_spread":0.2589788337953129,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4403673641","genre_codex":"methods","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0010684641,0.004352311,0.9637676,0.0014651562,0.0006089606,0.000061686755,0.00030610914,0.00064979924,0.027719911],"genre_scores_gemma":[0.16723202,0.014776874,0.7208952,0.0024679697,0.0027050406,0.0009844858,0.0015248116,0.0025779523,0.08683572],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.997943,0.0009445171,0.00009589144,0.00038084626,0.0005111521,0.00012452237],"domain_scores_gemma":[0.9945991,0.003965844,0.0003297995,0.000492446,0.0004613466,0.00015140706],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0028393746,0.0017931364,0.0017012148,0.0016345668,0.0009951352,0.004030879,0.0017749445,0.0028974835,0.01935608],"category_scores_gemma":[0.017735967,0.0017207396,0.0014109099,0.0036782837,0.0037276063,0.0049354974,0.0024143632,0.004861208,0.0042918846],"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":[0.000018810164,0.00002292184,0.00029978156,0.00017486804,0.000039925082,0.00004020105,0.00013030121,0.045608856,0.00017964684,0.8861173,0.021976195,0.045391236],"study_design_scores_gemma":[0.000009578047,0.000009892742,0.00014458496,0.00010005056,0.000019923946,0.000042677813,0.000018928306,0.11176695,0.00024819066,0.8636282,0.023985855,0.00002514502],"about_ca_topic_score_codex":0.008059571,"about_ca_topic_score_gemma":0.006582238,"teacher_disagreement_score":0.01935608,"about_ca_system_score_codex":0.0023181492,"about_ca_system_score_gemma":0.003076336,"threshold_uncertainty_score":0.06475252},"labels":[],"label_agreement":null},{"id":"W4403673648","doi":"10.1090/cln/033/14","title":"Appendix","year":2024,"lang":"en","type":"book-chapter","venue":"Courant lecture notes 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 British Columbia","funders":"","keywords":"Appendix; Geology","score_opus":0.024505110684746485,"score_gpt":0.2672051646362497,"score_spread":0.24270005395150324,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4403673648","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":[0.0007507019,0.0006741513,0.0059504407,0.001503723,0.0020723739,0.00095533015,0.2462355,0.0024704002,0.7393874],"genre_scores_gemma":[0.003414883,0.0009799164,0.0077645215,0.0011664389,0.00048973836,0.0014511924,0.17299247,0.0016294657,0.8101114],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99931145,0.00014263751,0.00005154827,0.000115039984,0.00031513633,0.000064233725],"domain_scores_gemma":[0.9932011,0.002494999,0.00019843085,0.0006387367,0.0031568392,0.00030989095],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0009647765,0.0010785799,0.0009493735,0.00466654,0.0012463768,0.0019108034,0.0014845526,0.00078485097,0.8934416],"category_scores_gemma":[0.01329813,0.0004354045,0.00042783286,0.0049541215,0.00035277713,0.0018071961,0.0012719823,0.0010897295,0.7542998],"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":[0.000014976092,0.000021356891,0.000084674946,0.00011879563,0.0000017347446,0.000011974842,0.000018975225,0.00005692125,0.00003523289,0.0021697674,0.9790324,0.018433083],"study_design_scores_gemma":[0.000019548474,0.000012458955,0.0005022535,0.00015602556,0.000003486689,0.000044224867,0.00007284025,0.00007772039,0.000110119945,0.004745541,0.9942478,0.000007880052],"about_ca_topic_score_codex":0.0081716385,"about_ca_topic_score_gemma":0.010428775,"teacher_disagreement_score":0.10655838,"about_ca_system_score_codex":0.0014831228,"about_ca_system_score_gemma":0.002422583,"threshold_uncertainty_score":0},"labels":[],"label_agreement":null}]}