{"meta":{"query_hash":"01fee429b485","filters":{"venue":"Polymath"},"cohort_total":7,"direct_labels_cover":0,"predictions_cover":7,"exported":7,"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/01fee429b485","api":"https://metacan.xera.ac/api/v1/cohort?venue=Polymath"},"results":[{"id":"W1739884831","doi":"","title":"The Essence of Windmill and Chimney as More Environmentally Amenable Than Windturbine and Hydrodam","year":2015,"lang":"en","type":"article","venue":"Polymath","topic":"Philosophy, Ethics, and Existentialism","field":"Arts and Humanities","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":"Laurentian University","funders":"","keywords":"Chimney (locomotive); Windmill; Architectural engineering; Symbol (formal); Subject (documents); Work (physics); Engineering; Computer science; Mechanical engineering","score_opus":0.03538879707920055,"score_gpt":0.2429883450377467,"score_spread":0.20759954795854613,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1739884831","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":[0.9255526,0.002562299,0.0000020208552,0.0044645127,0.0002841764,0.000117207,0.00003726509,0.000023118497,0.06695679],"genre_scores_gemma":[0.99330544,0.00019521697,0.0000110414785,0.00048615548,0.0003119771,0.000004637866,0.0000059306353,0.000013175177,0.005666443],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99930155,0.000027172615,0.0001509955,0.00015479456,0.00019762185,0.00016788591],"domain_scores_gemma":[0.99956024,0.000045380624,0.000078948266,0.00019065195,0.000019742989,0.000105048646],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00019651299,0.0001146116,0.0001400778,0.000023463024,0.000312894,0.000102407605,0.000116473195,0.000036082532,0.000041465984],"category_scores_gemma":[0.000025393168,0.00007694591,0.00002686555,0.000010721535,0.0008670947,0.0001519477,0.00009401034,0.00010138922,0.00001896328],"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":[0.0001358055,0.0001470595,0.0019463698,0.00009324127,0.00012365216,0.00001390456,0.19123486,0.0000040775753,0.0017737146,0.80083704,0.0027991699,0.00089108566],"study_design_scores_gemma":[0.0028883854,0.0010445394,0.006382112,0.00020791893,0.00020452272,0.00010629453,0.05156504,0.00053857977,0.005458891,0.5396172,0.39100742,0.0009791198],"about_ca_topic_score_codex":0.00077387516,"about_ca_topic_score_gemma":0.00019517698,"teacher_disagreement_score":0.38820824,"about_ca_system_score_codex":0.0000103959355,"about_ca_system_score_gemma":0.00002532858,"threshold_uncertainty_score":0.31948465},"labels":[],"label_agreement":null},{"id":"W1955689269","doi":"","title":"The Art of Teaching (Female) Officer-Cadets in the Canadian Military","year":2014,"lang":"en","type":"article","venue":"Polymath","topic":"Canadian Identity and History","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Royal Military College Saint-Jean","funders":"","keywords":"Officer; Face (sociological concept); Military science; Military personnel; Position (finance); Political science; Psychology; Management; Medical education; Sociology; Law; Medicine; Social science; Business","score_opus":0.01014271158523353,"score_gpt":0.2392230458434707,"score_spread":0.22908033425823718,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1955689269","genre_codex":"other","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":[0.2454388,0.0015353035,0.0000045699776,0.019490924,0.00047942542,0.00018570056,0.00001364507,0.000015112844,0.73283654],"genre_scores_gemma":[0.9932882,0.00005614455,0.000012127398,0.00065739563,0.00014026226,0.000003649726,0.0000011359231,0.0000037197726,0.005837352],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9990488,0.0002928615,0.00011222083,0.00007709286,0.00022170377,0.00024726568],"domain_scores_gemma":[0.9994829,0.00019823022,0.000028517312,0.00017434175,0.0000129916725,0.000102986756],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0016877749,0.000038266364,0.00006430516,0.0001447768,0.001709448,0.00008695816,0.00037552003,0.000047675294,0.000059946342],"category_scores_gemma":[0.0003173329,0.00003092148,0.000042036918,0.00012020975,0.00042138554,0.00006869087,0.000008727966,0.00017291526,0.000076859855],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000066023294,0.000042145497,0.007559813,0.000016271464,0.000016167985,0.000009681506,0.16728482,0.000007900554,0.000028214772,0.6872036,0.08854377,0.049281],"study_design_scores_gemma":[0.000039630606,0.000006839929,0.027012588,0.0000088289335,0.000004223252,5.058793e-7,0.003777601,0.000017810198,7.714643e-7,0.0006091124,0.9684793,0.000042806016],"about_ca_topic_score_codex":0.99541223,"about_ca_topic_score_gemma":0.99995977,"teacher_disagreement_score":0.8799355,"about_ca_system_score_codex":0.00036475956,"about_ca_system_score_gemma":0.0007778156,"threshold_uncertainty_score":0.9995902},"labels":[],"label_agreement":null},{"id":"W2150873262","doi":"","title":"'Annihilation Without Representation:' Canada, Cuba, and Public Intelligence during the Cuban Missile Crisis","year":2014,"lang":"en","type":"article","venue":"Polymath","topic":"Intelligence, Security, War Strategy","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Representation (politics); Missile; Annihilation; Political science; Physics; Nuclear physics; Aerospace engineering; Engineering; Law; Politics","score_opus":0.02729370677985023,"score_gpt":0.30401604771483076,"score_spread":0.27672234093498055,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2150873262","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":[0.9033333,0.0005277771,0.0023481117,0.016334945,0.00064273813,0.000402481,0.000011897037,0.00012610616,0.076272644],"genre_scores_gemma":[0.9972989,0.000077552315,0.000104903345,0.0002976809,0.00032868158,0.000015418484,0.0000030873737,0.000011772082,0.0018619819],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9983307,0.00024323547,0.00023982504,0.0002837323,0.00051073387,0.00039175496],"domain_scores_gemma":[0.9991231,0.00016930899,0.0001203125,0.00028279514,0.00012888596,0.0001755942],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00055771554,0.00012041948,0.0001302911,0.00005751256,0.0010599059,0.00026409683,0.00034829442,0.00006702501,0.0002282795],"category_scores_gemma":[0.00038545838,0.000098991215,0.00003230882,0.0003412867,0.00024045227,0.00028751825,0.000057761506,0.00014846862,0.000021424006],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000032192394,0.000089830035,0.27646014,0.00006919254,0.00006719468,0.000010784277,0.080132164,0.0001166638,0.00034821112,0.60545206,0.008194675,0.029026896],"study_design_scores_gemma":[0.0005672851,0.00016652978,0.30931717,0.00013455978,0.00014242111,0.00006796213,0.23616444,0.0147662815,0.029799554,0.07551922,0.33109817,0.002256433],"about_ca_topic_score_codex":0.63930255,"about_ca_topic_score_gemma":0.75879353,"teacher_disagreement_score":0.52993286,"about_ca_system_score_codex":0.00012606983,"about_ca_system_score_gemma":0.00035924438,"threshold_uncertainty_score":0.8152046},"labels":[],"label_agreement":null},{"id":"W2333980802","doi":"","title":"Life, Liberty, and the Pursuit of an Effective Pedagogy","year":2014,"lang":"en","type":"article","venue":"Polymath","topic":"Critical Race Theory in Education","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":"Agency (philosophy); Field (mathematics); Class (philosophy); Sociology; Pedagogy; Mathematics education; Psychology; Social science; Epistemology","score_opus":0.007275720308204048,"score_gpt":0.3672293492531037,"score_spread":0.35995362894489963,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2333980802","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":[0.9405805,0.00016437963,0.00015719859,0.016513059,0.00022141391,0.00020905043,0.0000012641681,0.00002694165,0.042126194],"genre_scores_gemma":[0.9986456,0.000014617357,0.00006603639,0.00055920903,0.00025976254,0.0000179057,4.867645e-7,0.0000048669694,0.00043149153],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9989161,0.0005932504,0.00007991879,0.000089746354,0.00019063965,0.00013033354],"domain_scores_gemma":[0.9981513,0.0015177409,0.00003560658,0.00013270651,0.000038294947,0.00012432194],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0017617336,0.000042163483,0.000098529716,0.000019446998,0.00017052365,0.00004676415,0.00019631791,0.000036278172,0.000079551515],"category_scores_gemma":[0.0036948205,0.000028833596,0.000021155074,0.00007311591,0.00078625436,0.00010061758,0.00003235997,0.00005358783,0.000015283778],"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":[0.00003063704,0.000036080208,0.00015342112,0.0000054073153,0.000004056911,3.7582865e-8,0.04737306,2.813186e-7,0.00009611512,0.9045449,0.00006183591,0.047694176],"study_design_scores_gemma":[0.0013370232,0.0002282157,0.030275479,0.000028962895,0.000087997956,0.0000023949722,0.05561176,0.0005439486,0.0013166441,0.8846906,0.025654405,0.00022260658],"about_ca_topic_score_codex":0.0013477887,"about_ca_topic_score_gemma":0.0007407771,"teacher_disagreement_score":0.058065128,"about_ca_system_score_codex":0.0000126016985,"about_ca_system_score_gemma":0.00006652282,"threshold_uncertainty_score":0.4423312},"labels":[],"label_agreement":null},{"id":"W2338197944","doi":"","title":"STRAWSON AND SELF: RECONCILING REID AND HUME","year":2013,"lang":"en","type":"article","venue":"Polymath","topic":"Philosophical Ethics and Theory","field":"Arts and Humanities","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":"Trent University","funders":"","keywords":"Identity (music); Personal identity; Epistemology; Variation (astronomy); Philosophy; Self; Aesthetics; Physics","score_opus":0.026177852666865085,"score_gpt":0.2058108540853628,"score_spread":0.1796330014184977,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2338197944","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":[0.8630305,0.0009908556,0.00000254057,0.0029369562,0.00012317771,0.000081746985,0.000007539963,0.00007372969,0.13275294],"genre_scores_gemma":[0.99790204,0.00014622646,0.00004940311,0.00075459585,0.0003150409,0.0000067967867,0.0000013744852,0.00000961381,0.0008148953],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99956304,0.000019772346,0.00009901083,0.00012588677,0.00006583428,0.00012643824],"domain_scores_gemma":[0.9997058,0.00007771458,0.000027437574,0.00008374687,0.000029628649,0.000075657685],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00013437288,0.000075819466,0.00009573251,0.000025186915,0.00018814794,0.00017885094,0.000041343636,0.000039188726,0.0006449397],"category_scores_gemma":[0.00001890696,0.00005999424,0.000016136777,0.000006725051,0.00015922486,0.00015338151,0.000034567634,0.00012723396,0.00005920551],"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":[0.0000016949255,0.000015765641,0.00003469384,0.000022797793,0.000010353653,0.0000010210308,0.0073147523,2.1012749e-8,0.0001464911,0.98852694,0.000049248763,0.0038761953],"study_design_scores_gemma":[0.00018174498,0.00006121897,0.00033133448,0.000025929696,0.000010892456,0.0000058292253,0.0006257287,0.00026230435,0.000113389906,0.9768581,0.021385089,0.00013845984],"about_ca_topic_score_codex":0.0002614638,"about_ca_topic_score_gemma":0.00004628042,"teacher_disagreement_score":0.13487154,"about_ca_system_score_codex":0.000004882178,"about_ca_system_score_gemma":0.000009966678,"threshold_uncertainty_score":0.70616376},"labels":[],"label_agreement":null},{"id":"W2783466492","doi":"","title":"Unbuilt Environments: Tracing Postwar Development in Northwest British Columbia by Jonathan Peyton","year":2017,"lang":"en","type":"article","venue":"Polymath","topic":"Canadian Identity and History","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":"Tracing; History; Geography; Archaeology; Computer science; Programming language","score_opus":0.00845032454257349,"score_gpt":0.21628154389744395,"score_spread":0.20783121935487045,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2783466492","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":[0.97192526,0.0008213604,0.000006739531,0.00036420694,0.00027521708,0.00013715152,0.00005605005,0.000022276465,0.02639175],"genre_scores_gemma":[0.9466418,0.00028828127,0.000069308866,0.00013561103,0.000070133785,0.000014457448,0.000015912525,0.000011642908,0.052752856],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.9989756,0.000037193175,0.0001639427,0.00020905782,0.00028424774,0.00032995667],"domain_scores_gemma":[0.99950814,0.000013271381,0.00010157178,0.00019509939,0.0000073312626,0.00017460727],"candidate_categories":["sts","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.0002747706,0.000054260825,0.00011852697,0.000063861546,0.0025892232,0.0017328953,0.0003703956,0.00007932965,0.0007578612],"category_scores_gemma":[0.00007542733,0.000116870186,0.00003326472,0.000045511148,0.0003706862,0.00036463278,0.000046785393,0.00010518557,0.0001081391],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000009793418,0.0004973778,0.48678726,0.000045524448,0.000045558332,0.00040392973,0.055924833,0.000001375828,0.00076986704,0.0005541956,0.098000556,0.35695973],"study_design_scores_gemma":[0.00015612022,0.0000046551563,0.333521,0.000029097015,0.0000029228365,0.0000016847035,0.00037108973,6.313306e-7,0.0000093108,0.00003821179,0.66574603,0.000119244614],"about_ca_topic_score_codex":0.98859715,"about_ca_topic_score_gemma":0.99967885,"teacher_disagreement_score":0.56774545,"about_ca_system_score_codex":0.0009481529,"about_ca_system_score_gemma":0.0004281413,"threshold_uncertainty_score":0.9993034},"labels":[],"label_agreement":null},{"id":"W2784990712","doi":"","title":"Governing Cities Through Regions by Roger Keil, et al.","year":2017,"lang":"en","type":"article","venue":"Polymath","topic":"French Urban and Social 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":"Index (typography); Art history; Sociology; Media studies; Political science; Art; Library science; Computer science","score_opus":0.07506012394400755,"score_gpt":0.33334497325801155,"score_spread":0.258284849314004,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2784990712","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.014625425,0.007050873,0.00019590679,0.05298173,0.0008517748,0.00010513269,0.000043188633,0.00013194022,0.92401403],"genre_scores_gemma":[0.9074133,0.0043423963,0.0002049934,0.0072038034,0.0003380006,0.000022624701,0.0000052671853,0.00001725556,0.08045236],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9990373,0.00006680902,0.000099599245,0.00015929036,0.000321328,0.00031562772],"domain_scores_gemma":[0.9994718,0.000087169356,0.00012626503,0.00021706312,0.0000333252,0.000064406966],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0002472952,0.000093955154,0.00014858514,0.000008219435,0.0031655119,0.0002981287,0.00034087416,0.000055246255,0.00011064975],"category_scores_gemma":[0.00038646857,0.00008891315,0.0000764706,0.000036793033,0.0006694459,0.00040088306,0.0000979529,0.000107395055,0.00010528085],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000011668893,0.000016210333,0.001250667,0.0000013871453,0.000019074849,0.0000018985609,0.026966555,5.570652e-8,0.00001890251,0.31099728,0.6602155,0.00051128486],"study_design_scores_gemma":[0.00010714236,0.0000097379725,0.0014235526,0.000014694504,0.0000069731714,1.6827013e-7,0.005497409,0.000002281246,0.000032041975,0.00624401,0.9865394,0.00012259484],"about_ca_topic_score_codex":0.043446332,"about_ca_topic_score_gemma":0.0057131504,"teacher_disagreement_score":0.8927879,"about_ca_system_score_codex":0.0001009827,"about_ca_system_score_gemma":0.00008004056,"threshold_uncertainty_score":0.9981322},"labels":[],"label_agreement":null}]}