{"meta":{"query_hash":"eacfd1722f19","filters":{"venue":"Journal of Mathematics and the Arts"},"cohort_total":14,"direct_labels_cover":0,"predictions_cover":14,"exported":14,"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/eacfd1722f19","api":"https://metacan.xera.ac/api/v1/cohort?venue=Journal+of+Mathematics+and+the+Arts"},"results":[{"id":"W1969035501","doi":"10.1080/17513470903479144","title":"The 2009 mathematical art exhibition at the BRIDGES Renaissance Banff II Conference","year":2010,"lang":"en","type":"article","venue":"Journal of Mathematics and the Arts","topic":"Architecture and Computational Design","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Mount Saint Vincent University","funders":"","keywords":"Exhibition; The Renaissance; Art; Art history; Visual arts","score_opus":0.010897156775261693,"score_gpt":0.21281755654780962,"score_spread":0.20192039977254794,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1969035501","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7746318,0.001755078,0.17744195,0.017191352,0.0005864763,0.000400949,0.0000057168663,0.000046547553,0.027940124],"genre_scores_gemma":[0.9964199,0.00017212734,0.0026290051,0.000086574626,0.0001707917,0.0000048787438,3.403175e-7,0.000011738375,0.0005046148],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9992824,0.00002315505,0.0003050215,0.000042825275,0.00023360232,0.00011298182],"domain_scores_gemma":[0.9987637,0.0008158207,0.00013710176,0.00016815055,0.000073470204,0.00004176007],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008455294,0.00009364471,0.00015031658,0.000017287426,0.00038102013,0.00008031174,0.0001885387,0.000028830875,0.000045797427],"category_scores_gemma":[0.00011325495,0.000037288923,0.00007200407,0.000037644375,0.00021368374,0.00005037572,0.00004959671,0.00027810916,0.000023655057],"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":[0.0000760246,0.000088449924,0.0000072291673,0.00011362371,0.00017722642,0.000014701363,0.005444772,0.0037491175,0.006356001,0.9144279,0.05770748,0.011837494],"study_design_scores_gemma":[0.0006247935,0.00007455994,0.00026089235,0.00013562944,0.00006569705,0.0012231435,0.00022614,0.09215571,0.0016567268,0.883105,0.020346897,0.00012480882],"about_ca_topic_score_codex":1.8505645e-7,"about_ca_topic_score_gemma":0.000008871255,"teacher_disagreement_score":0.22178814,"about_ca_system_score_codex":0.0000061818255,"about_ca_system_score_gemma":0.0000118987,"threshold_uncertainty_score":0.29305372},"labels":[],"label_agreement":null},{"id":"W1986326237","doi":"10.1080/17513470701585902","title":"Evolutionary computation to search Mandelbrot sets for aesthetic images","year":2007,"lang":"en","type":"article","venue":"Journal of Mathematics and the Arts","topic":"Music Technology and Sound Studies","field":"Computer Science","cited_by":11,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Guelph","funders":"University of Guelph","keywords":"Mandelbrot set; Computation; Mathematics; Artificial intelligence; Combinatorics; Computer science; Algorithm; Fractal; Mathematical analysis","score_opus":0.02876549386413919,"score_gpt":0.30450642588307747,"score_spread":0.2757409320189383,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1986326237","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.14545792,0.00029733864,0.84647167,0.007214997,0.00009326433,0.00013274056,3.852719e-7,0.000009398732,0.00032230438],"genre_scores_gemma":[0.7676433,0.00002316555,0.23206866,0.00018843907,0.000024203924,0.0000019047474,5.2627964e-8,0.0000024130177,0.00004787141],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9994476,0.000012496176,0.00022313354,0.000054461005,0.00014390906,0.00011839774],"domain_scores_gemma":[0.999322,0.0003032093,0.000104446844,0.00009560034,0.0001384373,0.000036306756],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0016907965,0.000049316317,0.00013271881,0.000081795355,0.00017431151,0.00003664322,0.00020105769,0.000022408216,6.151679e-7],"category_scores_gemma":[0.00006408292,0.000028355566,0.000045703393,0.00007513386,0.00007727025,0.00007471497,0.000087165594,0.00007304916,0.0000020093469],"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":[0.000074921874,0.00016378955,0.00008163379,0.000070943235,0.000067354275,0.000022986986,0.013634376,0.00021825843,0.00008612183,0.9034056,0.009139808,0.073034175],"study_design_scores_gemma":[0.0015319205,0.00030886446,0.0020355717,0.00008775453,0.00002454479,0.0009917704,0.0010828888,0.026063632,0.00023891928,0.9649076,0.002618853,0.00010769446],"about_ca_topic_score_codex":7.063514e-7,"about_ca_topic_score_gemma":0.0000013557018,"teacher_disagreement_score":0.62218535,"about_ca_system_score_codex":0.000010772836,"about_ca_system_score_gemma":0.000014092514,"threshold_uncertainty_score":0.13406809},"labels":[],"label_agreement":null},{"id":"W2047567274","doi":"10.1080/17513470701508946","title":"Visualizing pentimenti : revealing the hidden history of paintings","year":2007,"lang":"en","type":"article","venue":"Journal of Mathematics and the Arts","topic":"Computer Graphics and Visualization Techniques","field":"Computer Science","cited_by":6,"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 Victoria","funders":"","keywords":"Painting; Framing (construction); Visual arts; Opacity; Art; Clutter; Artificial intelligence; Interpretation (philosophy); Computer science; Computer vision; Optics; Physics; Geography; Archaeology","score_opus":0.023233368206321308,"score_gpt":0.2785034443710844,"score_spread":0.25527007616476305,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2047567274","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.027052816,0.0013850946,0.96971595,0.00060237804,0.00023702112,0.00009299459,8.3848086e-8,0.000014812805,0.00089884293],"genre_scores_gemma":[0.90869486,0.00032614561,0.090053454,0.0006490136,0.000109592205,9.69092e-7,7.345855e-8,0.000010441308,0.00015546496],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99891025,0.00004470025,0.00057919294,0.00006481216,0.00029457128,0.00010645964],"domain_scores_gemma":[0.9982412,0.00047637423,0.0008275057,0.0002354918,0.00018409251,0.00003536038],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0055290996,0.000072695744,0.00019776088,0.00010394603,0.00007602877,0.0000648845,0.00052722584,0.00002179792,0.0000023525413],"category_scores_gemma":[0.00007656011,0.000037643527,0.00011331061,0.00012849442,0.000106928615,0.00014392563,0.00018873422,0.00010937206,2.8143575e-7],"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":[0.000004734708,0.000057724432,0.000036446498,0.000042687483,0.000030328016,0.0000039298884,0.0076651582,6.539365e-7,0.0004610592,0.9845346,0.0018784561,0.0052841846],"study_design_scores_gemma":[0.0024346204,0.0003758425,0.00036604318,0.0011931035,0.0001700282,0.0006677056,0.0015094439,0.13920179,0.01789542,0.77589077,0.05987874,0.00041650952],"about_ca_topic_score_codex":0.000004945414,"about_ca_topic_score_gemma":8.92535e-7,"teacher_disagreement_score":0.88164204,"about_ca_system_score_codex":0.000020693806,"about_ca_system_score_gemma":0.000032102027,"threshold_uncertainty_score":0.19162866},"labels":[],"label_agreement":null},{"id":"W2048013836","doi":"10.1080/17513472.2010.501422","title":"Designing a human-scale cylindrical-mirror anamorphosis for an outdoor art installation","year":2011,"lang":"en","type":"article","venue":"Journal of Mathematics and the Arts","topic":"3D Surveying and Cultural Heritage","field":"Earth and Planetary Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Guelph","funders":"","keywords":"Observer (physics); Scale (ratio); Point (geometry); Constraint (computer-aided design); Computer science; Plane (geometry); RADIUS; Competition (biology); Architectural engineering; Engineering; Mathematics; Geometry; Physics; Geography; Computer security; Cartography","score_opus":0.0943112760080724,"score_gpt":0.26241349543200837,"score_spread":0.16810221942393597,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2048013836","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9897033,0.000121328536,0.00397311,0.0000928417,0.00008382787,0.00012959821,0.0000054130337,0.0000067901187,0.005883799],"genre_scores_gemma":[0.95542437,0.000019429963,0.044296555,0.000059931972,0.000040202303,5.974936e-7,0.0000032253918,0.0000028713716,0.00015283216],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9993676,0.00004423755,0.00029647618,0.000058461374,0.00012770912,0.000105511164],"domain_scores_gemma":[0.99939114,0.00014207374,0.0002490413,0.00007654229,0.00006716481,0.000074011536],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0011820039,0.00007033199,0.00018191614,0.00002902672,0.0001917432,0.00005514541,0.000104808554,0.000029393386,0.000117890784],"category_scores_gemma":[0.000044778837,0.000036143527,0.00007277948,0.000042064563,0.00005745234,0.000185371,0.000004439307,0.000072504175,0.000008189769],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0035128149,0.0024538832,0.43224558,0.0013450535,0.0012962604,0.000130095,0.2967216,0.00054962194,0.016454773,0.02681109,0.008175936,0.2103033],"study_design_scores_gemma":[0.01061545,0.0047637727,0.5422413,0.00073779933,0.00069879217,0.0010424705,0.027545605,0.06012223,0.0046054297,0.34122643,0.005176043,0.0012246945],"about_ca_topic_score_codex":0.00004641262,"about_ca_topic_score_gemma":0.00030658676,"teacher_disagreement_score":0.31441534,"about_ca_system_score_codex":0.0000014698527,"about_ca_system_score_gemma":0.000008002249,"threshold_uncertainty_score":0.1474753},"labels":[],"label_agreement":null},{"id":"W2110892810","doi":"10.1080/17513470701413451","title":"Sand drawings and Gaussian graphs§","year":2007,"lang":"en","type":"article","venue":"Journal of Mathematics and the Arts","topic":"Computational Geometry and Mesh Generation","field":"Computer Science","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Centre for Interdisciplinary Research in Music Media and Technology; McGill University","funders":"","keywords":"Connection (principal bundle); Class (philosophy); Computer science; Graph; Gaussian; Mathematics; Theoretical computer science; Geometry; Artificial intelligence","score_opus":0.012058198451296392,"score_gpt":0.24489033075351962,"score_spread":0.23283213230222324,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2110892810","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.3824979,0.0005892723,0.6137422,0.0018632098,0.00012088784,0.000039892835,8.40686e-8,0.0000037673644,0.0011428137],"genre_scores_gemma":[0.9338651,0.0000763583,0.06578907,0.00016613449,0.00005917613,1.6169938e-7,4.2179355e-8,0.0000017319961,0.000042230527],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9995131,0.000010377124,0.00021446719,0.000044348828,0.00015232789,0.00006538472],"domain_scores_gemma":[0.9994085,0.00023967848,0.000170345,0.00007148985,0.000059297516,0.000050695784],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0013992364,0.000043921027,0.00009919559,0.00007838493,0.000096472875,0.00010882658,0.00010778366,0.000013717397,0.0000015568783],"category_scores_gemma":[0.000048993898,0.000024495102,0.000030947842,0.000098135686,0.000044542216,0.00016016293,0.000043953787,0.000058649894,6.261819e-7],"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":[0.000010806594,0.000037862916,0.00006570814,0.000018211174,0.000024111025,0.000012541102,0.0030675349,0.00003219607,0.0004714594,0.9764882,0.00021656707,0.019554814],"study_design_scores_gemma":[0.0012053382,0.00009253904,0.0027623265,0.000057236186,0.000022520047,0.0010977597,0.0001826448,0.018812496,0.001534318,0.97208333,0.0020663976,0.00008309035],"about_ca_topic_score_codex":5.876885e-7,"about_ca_topic_score_gemma":7.648408e-7,"teacher_disagreement_score":0.55136716,"about_ca_system_score_codex":0.0000028044603,"about_ca_system_score_gemma":0.000011066372,"threshold_uncertainty_score":0.10494172},"labels":[],"label_agreement":null},{"id":"W2126467522","doi":"10.1080/17513470903196177","title":"Pattern transference: making a ‘Nova Scotia tartan’ bracelet using the peyote stitch","year":2009,"lang":"en","type":"article","venue":"Journal of Mathematics and the Arts","topic":"Crafts, Textile, and Design","field":"Arts and Humanities","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Mount Saint Vincent University","funders":"Mount Saint Vincent University","keywords":"Nova scotia; Art history; Style (visual arts); Art; Passion; Subject (documents); Visual arts; History; Computer science; Cartography; Archaeology; Humanities; Geography; Library science; Psychology","score_opus":0.07273219478260416,"score_gpt":0.28057801786804143,"score_spread":0.20784582308543725,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2126467522","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9522214,0.0012815137,0.025909796,0.0069524455,0.0005749811,0.00031005882,0.000008073492,0.000016738966,0.012724981],"genre_scores_gemma":[0.99786437,0.000048804,0.00055345165,0.00074922293,0.0005470145,2.6322047e-7,1.6329015e-7,0.000010334649,0.00022639836],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99900544,0.000043485557,0.00044123875,0.00006982775,0.0002724472,0.00016755323],"domain_scores_gemma":[0.99917775,0.00022450113,0.0002819855,0.00016398361,0.000113755035,0.000038019312],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00089893845,0.00013092606,0.00028036523,0.000055267305,0.00031701918,0.000403257,0.0002027427,0.000025077872,0.0004297908],"category_scores_gemma":[0.00003357761,0.000061036255,0.0001363921,0.000028003333,0.00020117086,0.00015873363,0.000014676459,0.00021605077,0.0000086266145],"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":[0.00013980498,0.0003844024,0.00006658831,0.00014761502,0.00023076459,0.000082111095,0.23817074,0.00012908218,0.0005809809,0.73219955,0.004989326,0.02287904],"study_design_scores_gemma":[0.0075004566,0.001056431,0.0006883754,0.0026891408,0.0013066237,0.0025603976,0.065225355,0.04793409,0.00048069705,0.8035864,0.06591431,0.001057687],"about_ca_topic_score_codex":0.000027402832,"about_ca_topic_score_gemma":0.00016625343,"teacher_disagreement_score":0.17294538,"about_ca_system_score_codex":0.000009887123,"about_ca_system_score_gemma":0.00002769451,"threshold_uncertainty_score":0.47059077},"labels":[],"label_agreement":null},{"id":"W2165302204","doi":"10.1080/17513472.2014.974235","title":"The Bridges Seoul 2014 Exhibition of Mathematical Art","year":2014,"lang":"en","type":"article","venue":"Journal of Mathematics and the Arts","topic":"3D Modeling in Geospatial Applications","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Research Manitoba","funders":"","keywords":"Exhibition; Geography; Archaeology","score_opus":0.008948634243242238,"score_gpt":0.214590355116214,"score_spread":0.20564172087297175,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2165302204","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.16261818,0.0003821916,0.8293331,0.0020917186,0.00012339586,0.00016663811,0.000001876485,0.000020770589,0.0052621225],"genre_scores_gemma":[0.9819137,0.00032294798,0.017543903,0.000024351428,0.00010851889,0.0000054797447,2.6856634e-7,0.000014505823,0.000066337576],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99926883,0.000016958593,0.00042480146,0.000031146166,0.00017540902,0.00008284466],"domain_scores_gemma":[0.99885875,0.00064816035,0.0001841747,0.00018877842,0.00008607565,0.00003408225],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0010992289,0.000068094356,0.00018634593,0.000023084716,0.00007408803,0.00003423692,0.00013588156,0.00002587407,0.000009007719],"category_scores_gemma":[0.00013903063,0.000033956447,0.000068224144,0.000029302799,0.000103922765,0.00003882877,0.000021889464,0.00010741164,0.000019392268],"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":[0.000020101032,0.00013870515,0.000018026965,0.00039488517,0.0001589068,8.625492e-7,0.0022511363,0.018300692,0.0023218167,0.95456916,0.015917536,0.005908154],"study_design_scores_gemma":[0.0004556164,0.000034329147,0.00005814569,0.00013997983,0.000066957895,0.00010854341,0.00015718795,0.5662132,0.0012977362,0.4278126,0.0035916266,0.00006409209],"about_ca_topic_score_codex":5.192557e-7,"about_ca_topic_score_gemma":0.0000015443501,"teacher_disagreement_score":0.8192955,"about_ca_system_score_codex":0.000006456506,"about_ca_system_score_gemma":0.000005199355,"threshold_uncertainty_score":0.13847037},"labels":[],"label_agreement":null},{"id":"W2752194066","doi":"10.1080/17513472.2017.1368001","title":"Concrete curves: architectural curvilinearity, Descartes’ Géométrie , Leibniz's calculus and Eero Saarinen's TWA terminal","year":2017,"lang":"en","type":"article","venue":"Journal of Mathematics and the Arts","topic":"Architecture and Art History Studies","field":"Arts and Humanities","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"Social Sciences and Humanities Research Council of Canada; Gottfried Wilhelm Leibniz Universität Hannover","keywords":"Terminal (telecommunication); Calculus (dental); Mathematics; Geometry; Engineering; Dentistry","score_opus":0.030015346135500186,"score_gpt":0.24804475344114982,"score_spread":0.21802940730564963,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2752194066","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9402121,0.007495323,0.00029159017,0.015512943,0.0007636116,0.0003652042,0.000030860214,0.000023625395,0.035304748],"genre_scores_gemma":[0.9959542,0.00070014794,0.00070541963,0.0006623538,0.0007031542,0.0000033560038,6.598397e-7,0.000016419994,0.0012542864],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9990084,0.00004016624,0.0004158398,0.00010672538,0.00024406622,0.00018481206],"domain_scores_gemma":[0.99860144,0.00030579173,0.00058956747,0.00027108067,0.00014655733,0.000085576874],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.000720355,0.00018049672,0.00047068184,0.000050269264,0.0014039257,0.00029022482,0.00027997768,0.000023266719,0.000035808232],"category_scores_gemma":[0.00027338244,0.000096849886,0.00013668083,0.000007742119,0.001520369,0.00018305707,0.00022882636,0.00027794272,0.000003231834],"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":[0.0006014101,0.00018084544,0.0013767508,0.0023094425,0.0013211066,0.00044300282,0.35102007,0.0000041912544,0.00027537168,0.57457393,0.026608905,0.04128496],"study_design_scores_gemma":[0.010766452,0.0012908095,0.0017550983,0.0033026529,0.0016618858,0.004793331,0.013361324,0.0021234776,0.0003385593,0.1908589,0.768425,0.0013225139],"about_ca_topic_score_codex":0.000045363475,"about_ca_topic_score_gemma":0.00020295201,"teacher_disagreement_score":0.7418161,"about_ca_system_score_codex":0.000007978476,"about_ca_system_score_gemma":0.000022756,"threshold_uncertainty_score":0.9998961},"labels":[],"label_agreement":null},{"id":"W2810244595","doi":"10.1080/17513472.2018.1469369","title":"Intersectionality in mathematics and the arts: honouring the memory of Reza Sarhangi (1952–2016)","year":2018,"lang":"en","type":"article","venue":"Journal of Mathematics and the Arts","topic":"History and Theory of Mathematics","field":"Mathematics","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"Division of Mathematical Sciences","keywords":"Intersectionality; The arts; Mathematics education; Visual arts; Mathematics; Sociology; Art; Gender studies","score_opus":0.03802196865214852,"score_gpt":0.2832758217908699,"score_spread":0.2452538531387214,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2810244595","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9670528,0.0012863417,0.00996472,0.0036764015,0.0005111573,0.0008132785,0.0000065807235,0.000020547239,0.01666815],"genre_scores_gemma":[0.9746129,0.00033226892,0.023605566,0.00023441008,0.0004495141,0.00001817592,2.4055757e-7,0.00005221424,0.000694728],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9972641,0.00025747428,0.001517681,0.00014887116,0.00054825115,0.00026364336],"domain_scores_gemma":[0.99185276,0.0054627387,0.0016845185,0.00064148696,0.0002779625,0.00008054858],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.011037529,0.0002749214,0.00090547017,0.00015013464,0.00037165408,0.00008195887,0.0005558542,0.000098250894,0.00007123793],"category_scores_gemma":[0.0024135797,0.00012320955,0.00026849733,0.00018426107,0.0020587535,0.0001783191,0.00021777926,0.0004669085,0.000007940203],"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":[0.0003728424,0.0004947812,0.000013590586,0.0008394843,0.00032555117,0.000010792575,0.07842608,0.000006022779,0.00017565953,0.9168492,0.0016684745,0.0008175346],"study_design_scores_gemma":[0.0037705083,0.00011500835,0.000024077677,0.00096527097,0.00027959136,0.00071751006,0.012078645,0.0019766293,0.0007869555,0.97794783,0.0011821968,0.0001557926],"about_ca_topic_score_codex":0.00000948047,"about_ca_topic_score_gemma":0.000038282273,"teacher_disagreement_score":0.066347435,"about_ca_system_score_codex":0.00004380703,"about_ca_system_score_gemma":0.00006205463,"threshold_uncertainty_score":0.7585563},"labels":[],"label_agreement":null},{"id":"W2915896067","doi":"10.1080/17513472.2018.1532869","title":"Artist interview: JoAnne Growney","year":2019,"lang":"en","type":"article","venue":"Journal of Mathematics and the Arts","topic":"Environmental, Ecological, and Cultural Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Poetry; Reading (process); Art; Visual arts; Literature; Law; Political science","score_opus":0.03248654859652019,"score_gpt":0.27147858488689,"score_spread":0.23899203629036977,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2915896067","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9522426,0.0015377998,0.000045295877,0.010674801,0.00019941237,0.00012203409,4.3266033e-7,0.0000038858007,0.035173755],"genre_scores_gemma":[0.99405223,0.0028069508,0.00046321473,0.00033304226,0.00009886168,0.0000011075296,4.7371575e-8,0.0000023472633,0.0022422173],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9994379,0.000054909655,0.00020622106,0.000037125148,0.00017113904,0.000092685674],"domain_scores_gemma":[0.9995172,0.00015957178,0.00020868542,0.00005065943,0.000023127257,0.000040762025],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0011640599,0.000046857014,0.00017580329,0.000008770851,0.00020744141,0.000047676134,0.00011679918,0.000020807947,0.0002793726],"category_scores_gemma":[0.0001009354,0.000021344964,0.00007331174,0.00002805951,0.00022600246,0.000080948,0.00004478,0.00007447227,0.000050592967],"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":[0.00007329864,0.000751231,0.0075089,0.00016331855,0.00044964303,0.000031650794,0.15644398,0.0000137935085,0.0007245714,0.79015714,0.030193519,0.013488985],"study_design_scores_gemma":[0.003143431,0.00048201857,0.015173349,0.00034815792,0.00018894605,0.00012332066,0.13876012,0.00011520681,0.00020308631,0.36486506,0.47627357,0.00032372389],"about_ca_topic_score_codex":0.000008380165,"about_ca_topic_score_gemma":0.000047970876,"teacher_disagreement_score":0.44608006,"about_ca_system_score_codex":0.0000157754,"about_ca_system_score_gemma":0.000004812311,"threshold_uncertainty_score":0.3058934},"labels":[],"label_agreement":null},{"id":"W3164070435","doi":"10.1080/17513472.2021.1922238","title":"Quantifying patterns in art and nature","year":2021,"lang":"en","type":"article","venue":"Journal of Mathematics and the Arts","topic":"Aesthetic Perception and Analysis","field":"Neuroscience","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Painting; Fractal dimension; Pollock; Fractal; Natural (archaeology); Similarity (geometry); Art; Visual arts; Mathematics; Art history; Computer science; Geography; Archaeology; Artificial intelligence; Image (mathematics)","score_opus":0.047861011803604796,"score_gpt":0.31130379896961435,"score_spread":0.26344278716600955,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3164070435","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99470717,0.00018337074,0.0005944982,0.0038455955,0.000033877994,0.000016196345,4.7353782e-7,0.0000013186137,0.0006174805],"genre_scores_gemma":[0.99762547,0.000964826,0.00054,0.0006889463,0.000018147733,2.2573377e-7,4.328869e-8,0.0000028570942,0.00015946203],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9995468,0.000038415626,0.00018451615,0.00005139833,0.0001245416,0.000054319145],"domain_scores_gemma":[0.9996868,0.00008748679,0.00010985525,0.00006617074,0.000021481776,0.000028254932],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00035943257,0.00004022314,0.00013719367,0.00003750322,0.000044048993,0.000054640805,0.000047998452,0.000023567403,0.00004126899],"category_scores_gemma":[0.00023464194,0.000022107832,0.000041741074,0.00006454409,0.000045849512,0.00004979807,0.000029783723,0.00016846982,0.0000027874187],"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":[0.00016119178,0.0016444413,0.021972029,0.0005796183,0.000082083665,0.0025009592,0.04715092,0.00012222424,0.24594729,0.6317018,0.00219712,0.04594027],"study_design_scores_gemma":[0.027335102,0.0004887012,0.06895929,0.004646581,0.0009530132,0.047469273,0.057998173,0.13344868,0.0979097,0.50975925,0.049227305,0.0018049496],"about_ca_topic_score_codex":3.569088e-7,"about_ca_topic_score_gemma":0.0000080606505,"teacher_disagreement_score":0.1480376,"about_ca_system_score_codex":0.0000029277414,"about_ca_system_score_gemma":0.000008111505,"threshold_uncertainty_score":0.09015313},"labels":[],"label_agreement":null},{"id":"W4251697033","doi":"10.1080/17513472.2011.574870","title":"Cover","year":2011,"lang":"en","type":"article","venue":"Journal of Mathematics and the Arts","topic":"Evolutionary Algorithms and Applications","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Cover (algebra); Variation (astronomy); Painting; Computer science; Cluster analysis; Pheromone; Art history; Artificial intelligence; Art; Ecology; Engineering; Biology","score_opus":0.029029071602069204,"score_gpt":0.23520470107581576,"score_spread":0.20617562947374657,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4251697033","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.019639691,0.0002970587,0.963245,0.0018921177,0.000080836995,0.00004852283,2.1668423e-7,0.000005606113,0.014790962],"genre_scores_gemma":[0.60500616,0.00011398174,0.3944084,0.00018118283,0.000057179364,0.0000015490558,1.8685803e-8,0.0000023583018,0.0002291734],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9997002,0.0000065910835,0.00014160115,0.00002638472,0.00008465541,0.000040584244],"domain_scores_gemma":[0.99960434,0.000066764514,0.00013695615,0.0001182749,0.000047866764,0.000025802039],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00035727292,0.000027102236,0.0000674263,0.000016649788,0.000057747948,0.000022998332,0.0002130942,0.000007958845,0.000012588056],"category_scores_gemma":[0.00001496703,0.000013717824,0.000032812113,0.000041749874,0.000041176423,0.000120690805,0.000049005135,0.0000437715,0.000012389224],"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":[0.00000124943,0.000056121415,0.0000062362565,0.0000027557808,0.000010048403,0.0000020288235,0.0017918433,0.000002043274,0.000014708905,0.9959044,0.0010361444,0.0011724278],"study_design_scores_gemma":[0.00050625,0.000038944807,0.00064332027,0.0000188151,0.000012532482,0.00043086312,0.00011029123,0.029527202,0.00016270405,0.96334255,0.0051653236,0.000041218358],"about_ca_topic_score_codex":9.0698825e-7,"about_ca_topic_score_gemma":8.147623e-8,"teacher_disagreement_score":0.5853665,"about_ca_system_score_codex":0.000002229562,"about_ca_system_score_gemma":0.000010412401,"threshold_uncertainty_score":0.055939663},"labels":[],"label_agreement":null},{"id":"W4392694207","doi":"10.1080/17513472.2024.2321562","title":"A threading path to a Ramsey number","year":2024,"lang":"en","type":"article","venue":"Journal of Mathematics and the Arts","topic":"Advanced Topology and Set Theory","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Simon Fraser University; Emily Carr University of Art and Design","funders":"","keywords":"Ramsey's theorem; Mathematics; Path (computing); Combinatorics; Computer science; Graph; Computer network","score_opus":0.03059016958168132,"score_gpt":0.3394557201558448,"score_spread":0.3088655505741635,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4392694207","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7246761,0.0016983005,0.24551497,0.006821322,0.0008761886,0.0004050757,0.0000044575404,0.000063148116,0.019940479],"genre_scores_gemma":[0.930254,0.000126449,0.068054214,0.00030127427,0.00023563934,0.000004807332,8.268285e-8,0.00002501921,0.0009985158],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9992302,0.000038167203,0.00037410716,0.00006951161,0.00015451133,0.00013351906],"domain_scores_gemma":[0.9981403,0.0014645166,0.0001361798,0.00014633144,0.00004070625,0.000072010065],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0015398243,0.00010026281,0.00029362136,0.000052422565,0.00008762367,0.000060833325,0.00012954217,0.000042199812,0.000085032596],"category_scores_gemma":[0.00044482862,0.0000516577,0.000112069036,0.000084392035,0.000098380384,0.000093995215,0.000055452514,0.0002176765,0.00003439598],"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":[0.000048382914,0.00004425951,0.000004721703,0.00015095706,0.000094185794,0.000065648936,0.008780806,0.0000024626438,0.00006384759,0.9872287,0.002130821,0.0013852034],"study_design_scores_gemma":[0.00036800865,0.000045862864,0.0000018351036,0.00040051312,0.00008857046,0.0011859352,0.0012189066,0.00056827586,0.00011540319,0.99220103,0.003739776,0.000065858425],"about_ca_topic_score_codex":3.9552162e-7,"about_ca_topic_score_gemma":9.977041e-7,"teacher_disagreement_score":0.20557794,"about_ca_system_score_codex":0.000013099247,"about_ca_system_score_gemma":0.000020984651,"threshold_uncertainty_score":0.21065399},"labels":[],"label_agreement":null},{"id":"W4393318825","doi":"10.1080/17513472.2024.2326700","title":"The rhizomic tiles at Shooter’s Hill: an application of Truchet tiles","year":2024,"lang":"en","type":"article","venue":"Journal of Mathematics and the Arts","topic":"Archaeology and Rock Art Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Mount Saint Vincent University; Université du Québec à Montréal","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Ceramic tiles; Mathematics; Tile; Geometry; Art; Visual arts","score_opus":0.016972305749293214,"score_gpt":0.3100729394353324,"score_spread":0.29310063368603917,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4393318825","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98080456,0.0041365055,0.0013420222,0.010819618,0.00019175072,0.00012915947,0.0000016863702,0.0000084566855,0.0025662323],"genre_scores_gemma":[0.9966464,0.0025161358,0.00033176094,0.00003233861,0.00014465993,0.0000028343156,1.2026302e-7,0.0000037701916,0.00032198054],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99938893,0.00008452722,0.00024390368,0.000043097483,0.0001562817,0.00008322747],"domain_scores_gemma":[0.9988646,0.00080226973,0.0001677656,0.00008281422,0.00005249594,0.000030054882],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0019446106,0.000045658417,0.00013356585,0.000023349066,0.0019049931,0.000012376715,0.00014917142,0.000028331966,0.0000061534815],"category_scores_gemma":[0.000121553276,0.000019876967,0.000061012495,0.000040967,0.0006401336,0.000067066896,0.0001619249,0.00008233606,0.0000024975004],"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":[0.00003758151,0.000037050824,0.00031496468,0.00004412429,0.000115336596,0.0000017996998,0.28731728,0.000006719295,0.0001893057,0.7031745,0.00089494354,0.007866444],"study_design_scores_gemma":[0.00034128389,0.00009145558,0.00056950323,0.00011606018,0.0001291002,0.000065904846,0.02247319,0.004102683,0.00024331112,0.86537594,0.10641089,0.000080654325],"about_ca_topic_score_codex":0.000018923436,"about_ca_topic_score_gemma":0.00044194263,"teacher_disagreement_score":0.2648441,"about_ca_system_score_codex":0.0000116628935,"about_ca_system_score_gemma":0.000025948932,"threshold_uncertainty_score":0.9993944},"labels":[],"label_agreement":null}]}