{"meta":{"query_hash":"21a175c680db","filters":{"venue":"Springer texts in political science and international relations"},"cohort_total":10,"direct_labels_cover":0,"predictions_cover":10,"exported":10,"export_cap":100000,"truncated":false,"label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12"},"permalink":"https://metacan.xera.ac/q/21a175c680db","api":"https://metacan.xera.ac/api/v1/cohort?venue=Springer+texts+in+political+science+and+international+relations"},"results":[{"id":"W4386637564","doi":"10.1007/978-3-031-34583-8_2","title":"The Nuts and Bolts of Empirical Social Science","year":2023,"lang":"en","type":"book-chapter","venue":"Springer texts in political science and international relations","topic":"Political Conflict and Governance","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":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Nuts and bolts; Empirical research; Social science; Sociology; Epistemology; Engineering; Mathematics; Statistics; Philosophy; Structural engineering","score_opus":0.05818689200153077,"score_gpt":0.3914295189752875,"score_spread":0.33324262697375673,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4386637564","genre_codex":"commentary","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":[0.006236329,0.29252398,0.07399589,0.46649995,0.009209798,0.00013869404,0.0006777239,0.00041537263,0.15030217],"genre_scores_gemma":[0.45583814,0.18769719,0.1389132,0.108230196,0.052036427,0.001645546,0.00071725086,0.001368428,0.053553678],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9751804,0.018479705,0.0009224851,0.0017595362,0.0032984305,0.00035954663],"domain_scores_gemma":[0.8069379,0.17401703,0.0021471796,0.011581917,0.0037766562,0.0015394053],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.044139486,0.0019627989,0.003434926,0.00921427,0.003488894,0.015272283,0.002973607,0.008283533,0.007970734],"category_scores_gemma":[0.10236709,0.0018002925,0.00088135083,0.005986186,0.10277544,0.050740954,0.007251468,0.016397202,0.001794798],"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":[0.000010459332,0.000014997053,0.00012473227,0.00012629431,0.000014026692,0.000012662311,0.00082243094,0.00018651226,0.000026988442,0.977778,0.012389403,0.008493473],"study_design_scores_gemma":[0.000007976236,0.0000025647362,0.00004513815,0.00013919635,0.0000023663197,0.0000074316786,0.00016139454,0.0003273416,0.0000151495815,0.98544747,0.013837325,0.000006634976],"about_ca_topic_score_codex":0.0021893522,"about_ca_topic_score_gemma":0.0039297477,"teacher_disagreement_score":0.044139486,"about_ca_system_score_codex":0.006037464,"about_ca_system_score_gemma":0.0041355877,"threshold_uncertainty_score":0.23343474},"labels":[],"label_agreement":null},{"id":"W4386637686","doi":"10.1007/978-3-031-34583-8_4","title":"Constructing a Survey","year":2023,"lang":"en","type":"book-chapter","venue":"Springer texts in political science and international relations","topic":"Educational Research and Analysis","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":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Construct (python library); Survey instrument; Survey research; Mathematics education; Computer science; Psychology; Data science; Applied psychology; Programming language","score_opus":0.09335033788958258,"score_gpt":0.41746542288709776,"score_spread":0.3241150849975152,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4386637686","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":[0.09811316,0.0021152059,0.5149224,0.0067415014,0.0009856777,0.002649818,0.02850011,0.002531641,0.34344053],"genre_scores_gemma":[0.46140593,0.0032812536,0.30751318,0.002857343,0.00048549377,0.0069876118,0.03888922,0.0008192764,0.17776075],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99416816,0.0028842858,0.00028595704,0.0010890819,0.0011150518,0.00045736437],"domain_scores_gemma":[0.99056226,0.0038490766,0.0003448372,0.002075939,0.0028217288,0.00034617796],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0048569036,0.00042564634,0.00075412425,0.005958182,0.0017621976,0.0029657192,0.00086643914,0.00083107396,0.058252797],"category_scores_gemma":[0.0263032,0.00051506533,0.00056594313,0.008008409,0.0009712,0.0052993754,0.0023041023,0.00096045533,0.01759247],"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":[0.00013052628,0.00014959976,0.019994505,0.00038782245,0.00004834321,0.000072596806,0.0025393073,0.0013823351,0.00098857,0.40347558,0.13122049,0.43961036],"study_design_scores_gemma":[0.00004073542,0.0002353332,0.013804204,0.00028917863,0.000053394557,0.0001831683,0.00904631,0.0072450307,0.0014146544,0.22162303,0.74602646,0.000038519003],"about_ca_topic_score_codex":0.003866431,"about_ca_topic_score_gemma":0.0041802865,"teacher_disagreement_score":0.058252797,"about_ca_system_score_codex":0.0014384708,"about_ca_system_score_gemma":0.002966828,"threshold_uncertainty_score":0.194875},"labels":[],"label_agreement":null},{"id":"W4386637689","doi":"10.1007/978-3-031-34583-8","title":"Quantitative Methods for the Social Sciences","year":2023,"lang":"en","type":"book","venue":"Springer texts in political science and international relations","topic":"Data Analysis with R","field":"Computer Science","cited_by":29,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Data science; Management science; Computer science; Social science; Sociology; Engineering","score_opus":0.10884831961932007,"score_gpt":0.4700007971054457,"score_spread":0.3611524774861256,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4386637689","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":[0.00034904003,0.020010356,0.95097655,0.0029955038,0.0014767259,0.0005861632,0.002424104,0.0022602214,0.018921355],"genre_scores_gemma":[0.014162466,0.01599274,0.9362079,0.001828652,0.0017147824,0.005637495,0.0024149064,0.0022612927,0.019779809],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9657506,0.025103427,0.0018056476,0.0020158289,0.0050004544,0.0003241192],"domain_scores_gemma":[0.89107674,0.09180023,0.002082942,0.009728663,0.004699165,0.0006122554],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.03224983,0.0031776133,0.0038877642,0.006890728,0.0014048076,0.0071853567,0.0037298559,0.0029065097,0.040593732],"category_scores_gemma":[0.072295755,0.002129138,0.0020022688,0.008621716,0.005379751,0.004806985,0.0032638763,0.0067686606,0.015048205],"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":[0.00006970325,0.00013217492,0.00072241743,0.003265417,0.00036407934,0.00010201207,0.0006819252,0.0026665654,0.00091532944,0.58466536,0.1156985,0.29071647],"study_design_scores_gemma":[0.00007524747,0.000058263922,0.0009954881,0.0010403079,0.00011497289,0.00023247498,0.0003060294,0.006530611,0.00058108463,0.71747446,0.27252528,0.00006579245],"about_ca_topic_score_codex":0.0026591949,"about_ca_topic_score_gemma":0.0030640576,"teacher_disagreement_score":0.040593732,"about_ca_system_score_codex":0.0025548977,"about_ca_system_score_gemma":0.005562941,"threshold_uncertainty_score":0.17055541},"labels":[],"label_agreement":null},{"id":"W4386637781","doi":"10.1007/978-3-031-34583-8_5","title":"Conducting a Survey","year":2023,"lang":"en","type":"book-chapter","venue":"Springer texts in political science and international relations","topic":"Misinformation and Its Impacts","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":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Snowball sampling; Sample (material); Sampling (signal processing); Simple random sample; The Internet; Computer science; Test (biology); Population; Component (thermodynamics); Statistics; Psychology; Data science; World Wide Web; Mathematics; Telecommunications; Sociology; Demography","score_opus":0.17762815913973307,"score_gpt":0.397763943126023,"score_spread":0.2201357839862899,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4386637781","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":[0.34607065,0.002804035,0.046728127,0.026148023,0.0037174257,0.07154394,0.10102109,0.0028484107,0.3991184],"genre_scores_gemma":[0.34182736,0.003762164,0.045350533,0.03218602,0.0011745483,0.12935546,0.043816436,0.00068557565,0.40184194],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.98680174,0.005266561,0.001064281,0.0016967019,0.0028777795,0.0022930184],"domain_scores_gemma":[0.97095394,0.0067398353,0.001653447,0.004256838,0.012745808,0.0036501754],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.011736474,0.00055047544,0.0007944154,0.0052159675,0.0027882936,0.0028179528,0.0014954482,0.0016287914,0.14602531],"category_scores_gemma":[0.03483427,0.00059726735,0.00055665895,0.0046517197,0.00069352315,0.0028410056,0.002570428,0.0016753689,0.10958976],"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":[0.0006440208,0.0018512667,0.12061293,0.0015893736,0.000047866317,0.00045340037,0.016086495,0.00019118372,0.0037662147,0.013713385,0.5114628,0.32958108],"study_design_scores_gemma":[0.00016645684,0.0012849161,0.10317966,0.00090765767,0.000036909027,0.0003932201,0.049417045,0.00056283595,0.0015818988,0.0026760928,0.8397393,0.000053981334],"about_ca_topic_score_codex":0.005928539,"about_ca_topic_score_gemma":0.0064541264,"teacher_disagreement_score":0.14602531,"about_ca_system_score_codex":0.0023583386,"about_ca_system_score_gemma":0.011319276,"threshold_uncertainty_score":0.48850334},"labels":[],"label_agreement":null},{"id":"W4386637815","doi":"10.1007/978-3-031-34583-8_9","title":"Multivariate Regression Analysis","year":2023,"lang":"en","type":"book-chapter","venue":"Springer texts in political science and international relations","topic":"Advanced Statistical Methods and Models","field":"Mathematics","cited_by":5,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Multivariate statistics; Multivariate adaptive regression splines; Regression analysis; Factor regression model; Bayesian multivariate linear regression; Regression diagnostic; Regression; Interpretation (philosophy); Multivariate analysis; Statistics; Cross-sectional regression; Computer science; Proper linear model; Econometrics; Mathematics","score_opus":0.14294827583566994,"score_gpt":0.459367572621228,"score_spread":0.3164192967855581,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4386637815","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":[0.0016879946,0.004759703,0.9420996,0.00120088,0.00076069403,0.00005861098,0.0014998895,0.0035203916,0.044412274],"genre_scores_gemma":[0.07352464,0.010369714,0.59475136,0.0010884756,0.0025220676,0.0005571238,0.0075989836,0.005014631,0.30457306],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9986451,0.00055169006,0.000057775753,0.00025911402,0.0004292426,0.00005703532],"domain_scores_gemma":[0.9981768,0.0007644325,0.00012156425,0.000489443,0.0003971777,0.000050531893],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0017129831,0.0014489051,0.0012805478,0.0018566878,0.00061272393,0.0018795119,0.0010740581,0.0007816699,0.04924268],"category_scores_gemma":[0.0063499506,0.00058824365,0.001316391,0.0033057907,0.0007063053,0.0014226137,0.0011945713,0.001942059,0.030050581],"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":[0.000043172662,0.00006400977,0.00079171394,0.00027768986,0.00013645434,0.000058763886,0.000104713996,0.00921609,0.0016952882,0.25949478,0.1610166,0.5671007],"study_design_scores_gemma":[0.000020063091,0.00006291629,0.0040591205,0.00019684609,0.00014445784,0.0003338779,0.00011420093,0.11600676,0.0031675715,0.42903066,0.44679022,0.00007338333],"about_ca_topic_score_codex":0.0017609375,"about_ca_topic_score_gemma":0.0025903462,"teacher_disagreement_score":0.04924268,"about_ca_system_score_codex":0.00053091854,"about_ca_system_score_gemma":0.0009515129,"threshold_uncertainty_score":0.16473317},"labels":[],"label_agreement":null},{"id":"W4386637835","doi":"10.1007/978-3-031-34583-8_7","title":"Bivariate Statistics with Categorical Variables","year":2023,"lang":"en","type":"book-chapter","venue":"Springer texts in political science and international relations","topic":"Forecasting Techniques and Applications","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Bivariate analysis; Statistics; Categorical variable; Bivariate data; Mathematics; Contingency table; Variables; Variable (mathematics); Econometrics; Continuous variable; Variance (accounting); Test (biology); Sample (material); Chi-square test","score_opus":0.10522710087896135,"score_gpt":0.3834845745304588,"score_spread":0.27825747365149744,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4386637835","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":[0.0026352946,0.010346041,0.880762,0.005357499,0.0039036914,0.000082736755,0.0024862501,0.0014816613,0.09294488],"genre_scores_gemma":[0.20604242,0.030198267,0.5278894,0.0063006603,0.011409,0.0021709767,0.00811903,0.0023947074,0.20547563],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9956508,0.0027687838,0.00023289208,0.0004250887,0.0008071099,0.000115367926],"domain_scores_gemma":[0.98195237,0.01382898,0.0008086513,0.0020217847,0.0011744335,0.00021376376],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0044672387,0.0011228127,0.0013508036,0.0020518503,0.00063615787,0.0030519746,0.00087761634,0.00092204043,0.030526223],"category_scores_gemma":[0.02689818,0.00051982614,0.0007435466,0.005731961,0.0021770813,0.0027747352,0.0013393551,0.0031769928,0.013197343],"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":[0.000026122338,0.000029077919,0.00063697237,0.00027268223,0.00003114828,0.00006672125,0.00027091804,0.0009756385,0.0002583659,0.75700843,0.087556966,0.152867],"study_design_scores_gemma":[0.000007671858,0.00004400247,0.0011147573,0.0001808404,0.000029944304,0.00026896875,0.000114423405,0.0052360757,0.00028054396,0.8616993,0.13099529,0.000028323426],"about_ca_topic_score_codex":0.0004713244,"about_ca_topic_score_gemma":0.0006031673,"teacher_disagreement_score":0.030526223,"about_ca_system_score_codex":0.0006826945,"about_ca_system_score_gemma":0.0011606788,"threshold_uncertainty_score":0.1021204},"labels":[],"label_agreement":null},{"id":"W4386637902","doi":"10.1007/978-3-031-34583-8_3","title":"A Short Introduction to Survey Research","year":2023,"lang":"en","type":"book-chapter","venue":"Springer texts in political science and international relations","topic":"Electoral Systems and Political Participation","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":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"European Social Survey; Survey research; Survey methodology; General Social Survey; Survey data collection; Survey instrument; World Values Survey; Value (mathematics); Social research; Geography; Psychology; Social science; Political science; Sociology; Applied psychology; Social psychology; Statistics; Mathematics","score_opus":0.20124754606304432,"score_gpt":0.4679402828887854,"score_spread":0.26669273682574113,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4386637902","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":[0.004243766,0.23730078,0.19169155,0.05743385,0.013438028,0.0012233614,0.058840815,0.0033265324,0.4325013],"genre_scores_gemma":[0.0418654,0.2565949,0.10020387,0.023220487,0.015137392,0.00434876,0.05255335,0.0019694287,0.5041063],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99797064,0.0010401487,0.00019323647,0.00024242947,0.00043816934,0.00011538369],"domain_scores_gemma":[0.9915798,0.00628744,0.00023225967,0.00058587757,0.0011215594,0.0001931531],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002899698,0.0010111058,0.0014523821,0.011431119,0.0015286308,0.003385567,0.0011511517,0.0015298373,0.12257789],"category_scores_gemma":[0.009553018,0.0007851566,0.00082689244,0.024200745,0.0016012319,0.0051543196,0.0018640306,0.0015730072,0.04391767],"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":[0.000015594886,0.000041877363,0.0009614366,0.001040635,0.000014567686,0.000034389614,0.00043755313,0.00045032095,0.00018645055,0.119917184,0.6549633,0.22193669],"study_design_scores_gemma":[0.0000050055896,0.00001681031,0.0014359452,0.00043451367,0.000005569423,0.00006551632,0.00043888262,0.00028119175,0.00005803782,0.06676197,0.93048066,0.000015780039],"about_ca_topic_score_codex":0.008092187,"about_ca_topic_score_gemma":0.012461032,"teacher_disagreement_score":0.12257789,"about_ca_system_score_codex":0.002762748,"about_ca_system_score_gemma":0.0023491683,"threshold_uncertainty_score":0.41006392},"labels":[],"label_agreement":null},{"id":"W4386692076","doi":"10.1007/978-3-031-34583-8_1","title":"Introduction","year":2023,"lang":"en","type":"book-chapter","venue":"Springer texts in political science and international relations","topic":"Populism, Right-Wing Movements","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":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Computer science","score_opus":0.035958424368849475,"score_gpt":0.3384632587330184,"score_spread":0.3025048343641689,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4386692076","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":[0.000498389,0.0024547258,0.003944487,0.00800551,0.009449936,0.00018148775,0.005440441,0.0011907825,0.9688343],"genre_scores_gemma":[0.0020166726,0.0014271045,0.0018611423,0.00276075,0.001437875,0.00013691364,0.0037714902,0.000413269,0.9861748],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.998776,0.00015961853,0.00005668796,0.0002617133,0.0006042295,0.00014177783],"domain_scores_gemma":[0.99833626,0.00023384092,0.00005638372,0.00026236562,0.0007728973,0.00033834204],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0012965958,0.0007942644,0.0005247271,0.0017931953,0.0016843075,0.005855987,0.0018394091,0.0023621302,0.6659986],"category_scores_gemma":[0.0043251356,0.00030637477,0.0005762332,0.0016933292,0.0006965622,0.0034076967,0.0028944225,0.002148166,0.54569167],"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":[0.000024859148,0.000028651422,0.0001310693,0.00012317754,0.0000020789332,0.000039532744,0.00013675127,0.000061391,0.00020287327,0.03247448,0.85910815,0.10766699],"study_design_scores_gemma":[0.0000019989795,0.00000401922,0.00007943183,0.000045614473,6.3352616e-7,0.000018799094,0.000038941445,0.000011660928,0.000039085135,0.0024020572,0.9973557,0.0000020500015],"about_ca_topic_score_codex":0.0033287085,"about_ca_topic_score_gemma":0.00480039,"teacher_disagreement_score":0.33400142,"about_ca_system_score_codex":0.0017492507,"about_ca_system_score_gemma":0.0027572527,"threshold_uncertainty_score":0.47641248},"labels":[],"label_agreement":null},{"id":"W4386692371","doi":"10.1007/978-3-031-34583-8_8","title":"Bivariate Statistics with Two Continuous Variables","year":2023,"lang":"en","type":"book-chapter","venue":"Springer texts in political science and international relations","topic":"Advanced Statistical Methods and Models","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 Ottawa","funders":"","keywords":"Bivariate analysis; Statistics; Bivariate data; Mathematics; Econometrics","score_opus":0.08512359213357933,"score_gpt":0.4063868076866284,"score_spread":0.32126321555304904,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4386692371","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":[0.006456539,0.012148549,0.86305773,0.0066864635,0.003406589,0.000047349145,0.0010422656,0.00062394305,0.10653064],"genre_scores_gemma":[0.41311115,0.027311513,0.35711116,0.005604795,0.010536523,0.0009773183,0.0023299966,0.001097386,0.18192008],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9974716,0.0015571073,0.000109716,0.00028534012,0.00048551135,0.00009073725],"domain_scores_gemma":[0.9885838,0.008973203,0.00058833166,0.0010303567,0.00065157656,0.00017278254],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003081948,0.0010131226,0.000981134,0.0015364534,0.000580879,0.002978337,0.0006146023,0.0011846918,0.016975902],"category_scores_gemma":[0.016780045,0.0004402815,0.00050387584,0.0043394123,0.0028793295,0.0030795129,0.0011355646,0.0031002406,0.0050871153],"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":[0.0000162946,0.000018935085,0.00031035062,0.00009782189,0.000016859403,0.00008434784,0.00015318028,0.00073613675,0.00027325551,0.92975926,0.02235478,0.04617875],"study_design_scores_gemma":[0.0000066565763,0.000024935835,0.0007536073,0.00006498282,0.000020532952,0.0002412331,0.000059594982,0.0046899407,0.00024327726,0.95131767,0.04255668,0.000020934893],"about_ca_topic_score_codex":0.00041432303,"about_ca_topic_score_gemma":0.00040580388,"teacher_disagreement_score":0.016975902,"about_ca_system_score_codex":0.0006801922,"about_ca_system_score_gemma":0.00086501695,"threshold_uncertainty_score":0.056790054},"labels":[],"label_agreement":null},{"id":"W4386692976","doi":"10.1007/978-3-031-34583-8_6","title":"Introducing R and Univariate Statistics","year":2023,"lang":"en","type":"book-chapter","venue":"Springer texts in political science and international relations","topic":"Data Analysis with R","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 Ottawa","funders":"","keywords":"Univariate; Statistics; Computer science; Mathematics; Multivariate statistics","score_opus":0.022485429195614148,"score_gpt":0.29188128936655056,"score_spread":0.2693958601709364,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4386692976","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":[0.0005331383,0.046189707,0.85933346,0.008949332,0.005485956,0.000066108856,0.0013124517,0.005669099,0.07246067],"genre_scores_gemma":[0.039012227,0.057788536,0.6983228,0.012168945,0.02771104,0.0012577247,0.002339464,0.012475777,0.14892356],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99342877,0.0038833946,0.0003781815,0.00084973866,0.0013008504,0.00015904871],"domain_scores_gemma":[0.97776586,0.017081557,0.0006750052,0.0028470347,0.0014017846,0.00022884543],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0057604513,0.0025044372,0.002361017,0.0038526212,0.0009397782,0.0054666633,0.0016186491,0.0027508524,0.03734934],"category_scores_gemma":[0.031069862,0.0013404327,0.0013564851,0.006200587,0.004623563,0.0063408683,0.0017045147,0.0066741104,0.035420537],"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":[0.000019678684,0.000021896642,0.00018507891,0.00042959515,0.00003778273,0.00009002099,0.0002235019,0.0015088675,0.000277386,0.6915684,0.17500672,0.13063109],"study_design_scores_gemma":[0.000010247522,0.000018407214,0.0002301612,0.00017696554,0.000021211988,0.00020661722,0.000055172455,0.0030534691,0.00023715568,0.63513416,0.3608254,0.000031122207],"about_ca_topic_score_codex":0.0011650815,"about_ca_topic_score_gemma":0.001133555,"teacher_disagreement_score":0.03734934,"about_ca_system_score_codex":0.0011378012,"about_ca_system_score_gemma":0.002406003,"threshold_uncertainty_score":0.124946},"labels":[],"label_agreement":null}]}