{"meta":{"query_hash":"22bae691c569","filters":{"venue":"Journal of Mathematical Sociology"},"cohort_total":3,"direct_labels_cover":0,"predictions_cover":3,"exported":3,"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/22bae691c569","api":"https://metacan.xera.ac/api/v1/cohort?venue=Journal+of+Mathematical+Sociology"},"results":[{"id":"W2077787974","doi":"10.1080/0022250x.2001.9990243","title":"Random graph models for temporal processes in social networks","year":2001,"lang":"en","type":"article","venue":"Journal of Mathematical Sociology","topic":"Complex Network Analysis Techniques","field":"Physics and Astronomy","cited_by":199,"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":"Computer science; Graph; Random graph; Theoretical computer science","score_opus":0.03364774990292631,"score_gpt":0.3177440464959458,"score_spread":0.2840962965930195,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2077787974","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.015700327,0.0005650067,0.969042,0.0016947881,0.00008717721,0.00011903173,0.000883287,0.00040262926,0.011505802],"genre_scores_gemma":[0.73888224,0.003448548,0.20870459,0.0009254043,0.0005195595,0.0015066576,0.0026918787,0.0005044984,0.042816516],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9982198,0.00084883586,0.00007221227,0.00039399558,0.00029010407,0.00017503768],"domain_scores_gemma":[0.991083,0.006369921,0.0012973252,0.00052109355,0.00049046933,0.00023818323],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003491926,0.0011889281,0.0010689384,0.0028652588,0.00096196414,0.0023536258,0.0031473523,0.002442371,0.011558739],"category_scores_gemma":[0.016336665,0.00088614976,0.001990721,0.0030710818,0.001764076,0.0060677314,0.0015024021,0.0028216573,0.0023654904],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000014575836,0.000025360394,0.00091645034,0.00004405053,0.000035780875,0.0001206931,0.00022557515,0.18676886,0.00019916926,0.8015397,0.0024518387,0.0076579857],"study_design_scores_gemma":[0.000013460264,0.000013310922,0.0003722922,0.000016058335,0.000014302968,0.00006461068,0.00004473373,0.608521,0.00005022325,0.3858099,0.0050636204,0.000016486278],"about_ca_topic_score_codex":0.014197051,"about_ca_topic_score_gemma":0.015747823,"teacher_disagreement_score":0.014197051,"about_ca_system_score_codex":0.003033053,"about_ca_system_score_gemma":0.0010339331,"threshold_uncertainty_score":0.038667858},"labels":[],"label_agreement":null},{"id":"W2276115472","doi":"10.1080/0022250x.2012.728886","title":"<i>Dynamical Processes on Complex Networks</i>(4th ed.) by A. Barrat, M. Barthélemy, &amp; A. Vespignani","year":2013,"lang":"en","type":"article","venue":"Journal of Mathematical Sociology","topic":"Opinion Dynamics and Social Influence","field":"Physics and Astronomy","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université de Montréal; International Centre for Comparative Criminology","funders":"","keywords":"Mathematical economics; Sociology; Computer science; Mathematics","score_opus":0.01585740405915534,"score_gpt":0.28124808841887333,"score_spread":0.265390684359718,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2276115472","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0007083601,0.8772736,0.04266605,0.024527995,0.015738528,0.000037067035,0.0012834948,0.00036907234,0.037395824],"genre_scores_gemma":[0.024331583,0.84360564,0.034290932,0.009066176,0.021558303,0.00023583717,0.0023395035,0.00044962997,0.06412235],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99949193,0.00012121193,0.000044234068,0.00011519647,0.0001865947,0.000040826497],"domain_scores_gemma":[0.9991296,0.00047653046,0.000115997675,0.000058649028,0.00017261316,0.000046641948],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00093903486,0.0023755832,0.001210322,0.0039987094,0.00064995524,0.0027037326,0.0013148141,0.0019803906,0.016329732],"category_scores_gemma":[0.002020319,0.00091465504,0.0010543925,0.004662734,0.0026906838,0.0046769762,0.0014840291,0.0042808256,0.009587281],"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":[0.000019079216,0.000021465603,0.00031871378,0.001107127,0.000050598566,0.00013173022,0.00033187703,0.0016695729,0.00056949997,0.18132596,0.72343904,0.09101528],"study_design_scores_gemma":[0.000006316991,0.000019656109,0.00093975075,0.00060231466,0.000021617432,0.00043536158,0.00007525355,0.0018407054,0.00035710374,0.15166806,0.8439976,0.000036275098],"about_ca_topic_score_codex":0.00480075,"about_ca_topic_score_gemma":0.006714391,"teacher_disagreement_score":0.016329732,"about_ca_system_score_codex":0.0022587057,"about_ca_system_score_gemma":0.0013742134,"threshold_uncertainty_score":0.05462843},"labels":[],"label_agreement":null},{"id":"W2518206426","doi":"10.1080/0022250x.2016.1205049","title":"Opinion strength influences the spatial dynamics of opinion formation","year":2016,"lang":"en","type":"article","venue":"Journal of Mathematical Sociology","topic":"Opinion Dynamics and Social Influence","field":"Physics and Astronomy","cited_by":25,"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, Okanagan Campus; University of British Columbia","funders":"National Institute of General Medical Sciences; Natural Sciences and Engineering Research Council of Canada; National Institutes of Health","keywords":"Conviction; Computer science; Affect (linguistics); Dynamics (music); Binary number; Psychology; Econometrics; Social psychology; Statistical physics; Mathematics; Political science; Physics; Law; Communication","score_opus":0.017195770196429202,"score_gpt":0.30212488126047315,"score_spread":0.28492911106404395,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2518206426","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8717421,0.00033050455,0.09506861,0.0017716585,0.000088266315,0.00004237896,0.00013429465,0.00012271089,0.03069953],"genre_scores_gemma":[0.9970999,0.00009463119,0.0018524027,0.00003707295,0.000014832695,0.0000078522635,0.000016371421,0.00000982567,0.0008670701],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993735,0.00025381375,0.00002722937,0.00012161415,0.00011702357,0.00010679238],"domain_scores_gemma":[0.9949844,0.002956056,0.00079538446,0.0003172837,0.00058241317,0.0003645222],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0012585123,0.00025930753,0.00036903773,0.0007287619,0.00069873163,0.0021661434,0.0006012196,0.00080399506,0.003796648],"category_scores_gemma":[0.012984703,0.00030763628,0.00046551914,0.0004425158,0.001303181,0.0023415568,0.0010387191,0.0007492687,0.0005362115],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0003514288,0.00022059363,0.05007214,0.00029919072,0.00026165976,0.0009558912,0.0021648286,0.32633218,0.05109592,0.5142624,0.00438875,0.04959503],"study_design_scores_gemma":[0.000078755664,0.00016360097,0.022733428,0.0000466615,0.00009827799,0.0003663015,0.00089507276,0.8031597,0.0041682613,0.16444464,0.0037633104,0.000081989754],"about_ca_topic_score_codex":0.0033531107,"about_ca_topic_score_gemma":0.0022848544,"teacher_disagreement_score":0.003796648,"about_ca_system_score_codex":0.0009759853,"about_ca_system_score_gemma":0.0004800251,"threshold_uncertainty_score":0.012701035},"labels":[],"label_agreement":null}]}