{"meta":{"query_hash":"12b5224cb3f9","filters":{"venue":"Nonlinear Dynamics Psychology and Life Sciences"},"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/12b5224cb3f9","api":"https://metacan.xera.ac/api/v1/cohort?venue=Nonlinear+Dynamics+Psychology+and+Life+Sciences"},"results":[{"id":"W154200952","doi":"10.1023/a:1019714712317","title":"Self-Organization and Resource Exchange in EVS Modeling","year":2002,"lang":"en","type":"article","venue":"Nonlinear Dynamics Psychology and Life Sciences","topic":"Chaos, Complexity, and Education","field":"Computer Science","cited_by":6,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McMaster University","funders":"","keywords":"Resource (disambiguation); Population; Computer science; Sociology; Demography","score_opus":0.049456940864048816,"score_gpt":0.3029493965760098,"score_spread":0.25349245571196094,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W154200952","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":[0.89336705,0.0022807706,0.09109256,0.00898802,0.00056037883,0.00013304011,0.0000020538478,0.00012283749,0.0034533066],"genre_scores_gemma":[0.93191135,0.001990191,0.063950814,0.0018506367,0.00019650756,0.0000035715302,0.0000059433955,0.000006990272,0.00008401899],"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990008,0.000063268744,0.00016910792,0.0004315454,0.00012381736,0.0002115024],"domain_scores_gemma":[0.99959296,0.000053019197,0.000049321752,0.00018354933,0.000038345665,0.000082799124],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004866476,0.00009121782,0.000105805055,0.00020509401,0.00025539397,0.000084052605,0.0003432565,0.0000819678,0.000013298067],"category_scores_gemma":[0.00007310045,0.000087034314,0.00000939538,0.00074474874,0.00016146972,0.0003235999,0.00011010046,0.00011834355,0.000008221159],"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":[0.000034631026,0.0025493524,0.36767513,0.00038017836,0.00006280631,0.000036634432,0.12718536,0.009608312,0.000134973,0.14212027,0.0037019274,0.34651044],"study_design_scores_gemma":[0.00017889646,0.00005587335,0.0038603726,0.0000073714596,0.0000018416339,0.000029958046,0.00021634223,0.99243987,8.4587964e-7,0.0025187554,0.0005849401,0.00010490979],"about_ca_topic_score_codex":0.000021896985,"about_ca_topic_score_gemma":0.00009423476,"teacher_disagreement_score":0.9828316,"about_ca_system_score_codex":0.000015255695,"about_ca_system_score_gemma":0.000023065095,"threshold_uncertainty_score":0.35491565},"labels":[],"label_agreement":null},{"id":"W265690900","doi":"10.1023/a:1015086812534","title":"Book Review:Putting a New Spin on Groups: The Science of Chaos. By Bud A. McClure. Mahwah, NJ: Lawrence Erlbaum Associates, 1998. 248 p. + viii. ISBN 0-8058-2904-0","year":2002,"lang":"en","type":"article","venue":"Nonlinear Dynamics Psychology and Life Sciences","topic":"Chaos, Complexity, and Education","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":"McMaster University","funders":"","keywords":"Computer science","score_opus":0.03569642863135097,"score_gpt":0.3253792559415008,"score_spread":0.2896828273101498,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W265690900","genre_codex":"review","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.08782108,0.50856394,0.030840809,0.3426308,0.009409407,0.002021765,0.00011116587,0.00056727574,0.018033743],"genre_scores_gemma":[0.3073385,0.2744268,0.12146316,0.27973762,0.0038593276,0.00014153356,0.000089443856,0.00012759287,0.012816028],"study_design_codex":"not_applicable","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99670607,0.00018101378,0.0005812658,0.0010612274,0.0007757348,0.00069466204],"domain_scores_gemma":[0.99803615,0.0003181061,0.00049884466,0.0007675164,0.000115460636,0.00026392247],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0025801614,0.00027863705,0.00038474167,0.000220378,0.0010508584,0.0001798756,0.002566672,0.00013102271,0.00006770522],"category_scores_gemma":[0.0004231076,0.00020802594,0.00009319103,0.0019358492,0.0021395208,0.0007029892,0.00032448152,0.00042191386,0.00006700022],"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":[0.000020872874,0.0011902172,0.0037964545,0.00027486336,0.000057052086,0.000008405112,0.005291259,0.0000934742,0.0005860191,0.046660624,0.8383445,0.103676245],"study_design_scores_gemma":[0.0013531196,0.0018448224,0.007263561,0.0013468671,0.00007078056,0.00017643794,0.0005053044,0.75484866,0.00025539,0.016017975,0.21500745,0.0013096402],"about_ca_topic_score_codex":0.00013125828,"about_ca_topic_score_gemma":0.000059924398,"teacher_disagreement_score":0.7547552,"about_ca_system_score_codex":0.000059936618,"about_ca_system_score_gemma":0.00024451927,"threshold_uncertainty_score":0.84830517},"labels":[],"label_agreement":null},{"id":"W74306479","doi":"10.1023/a:1022823402489","title":"Book Review: Nonlinear Dynamics: Techniques and Applications in Psychology. By Richard A. Heath. Lawrence Erlbaum Associates, Mahwah, NJ, 2000, 379 p. + ix. ISBN 0-8058-3200-9","year":2003,"lang":"en","type":"article","venue":"Nonlinear Dynamics Psychology and Life Sciences","topic":"Chaos, Complexity, and Education","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":"McMaster University","funders":"","keywords":"Business","score_opus":0.01972178576247206,"score_gpt":0.335584447999883,"score_spread":0.31586266223741094,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W74306479","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.004321352,0.7585905,0.10874868,0.063582726,0.002514806,0.0021888122,0.00033721875,0.0006705138,0.059045345],"genre_scores_gemma":[0.0029558986,0.62116235,0.2685381,0.09633905,0.00088027073,0.00047717523,0.00055629003,0.000086826185,0.009004071],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9977243,0.00019240074,0.00045871118,0.0009239462,0.0002271717,0.0004734962],"domain_scores_gemma":[0.99887335,0.00013857333,0.00019991964,0.00052174774,0.00008925089,0.00017714452],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0011707138,0.00025200826,0.00035217972,0.00023091557,0.00034959396,0.00008222806,0.00077656005,0.00023260717,0.00007790819],"category_scores_gemma":[0.00010346532,0.00023772831,0.000051418112,0.0009507988,0.00071203464,0.00033618062,0.000101551566,0.00038986123,0.000037238577],"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":[0.000023060486,0.001853648,0.047010023,0.00032343122,0.00007270032,0.000017270791,0.0008685707,0.000006300219,0.000075211865,0.05163503,0.70571154,0.1924032],"study_design_scores_gemma":[0.00036835243,0.00023246162,0.0014685183,0.00013800309,0.000020038347,0.0001104101,0.00007593877,0.031335026,0.000011762962,0.011684162,0.9540348,0.00052054715],"about_ca_topic_score_codex":0.000038646376,"about_ca_topic_score_gemma":0.00012542658,"teacher_disagreement_score":0.24832323,"about_ca_system_score_codex":0.000064131484,"about_ca_system_score_gemma":0.00018008529,"threshold_uncertainty_score":0.9694279},"labels":[],"label_agreement":null}]}