{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":3,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":3,"direct_label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline (scores rank; they never assert a category)","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12","author_layer_release":"2026-06-26"},"query_hash":"12b5224cb3f9","filters":{"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,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"McMaster University","funders":"","keywords":"Resource (disambiguation); Population; Computer science; Sociology; Demography","authors":[{"name":"Irina N. Trofimova","is_ca":true},{"name":"Nicolay Mitin","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04945694086404882,"gpt":0.3029493965760098,"spread":0.2534924557119609,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009164621,0.0003566506,0.0007591965,0.0005472223,0.0007810709,0.001471586,0.00131772,0.00135926,0.002736779],"category_scores_gemma":[0.002939481,0.0003564786,0.000490504,0.0003857599,0.001228371,0.002104652,0.00125767,0.0007339322,0.0002027883],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001038848,"about_ca_system_score_gemma":0.000870734,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005797311,"about_ca_topic_score_gemma":0.003826115,"domain_scores_codex":[0.9997092,0.0001493233,0.00001000428,0.0000325004,0.00004387033,0.00005514934],"domain_scores_gemma":[0.9991344,0.0004695808,0.0001120643,0.00006937704,0.0000947507,0.0001198668],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00002473226,0.00001900483,0.0006399506,0.00001104281,0.00001598794,0.0000568801,0.00008750596,0.876325,0.000294972,0.1207183,0.0002320333,0.001574575],"study_design_scores_gemma":[0.00000324396,0.000003278802,0.00006345248,0.000001622592,0.000001610235,0.000006275221,0.00001341142,0.9839522,0.00002365467,0.01580246,0.0001257148,0.000003083391],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4692903,0.0003351773,0.4858426,0.002216377,0.00009771394,0.00005895819,0.000151758,0.0001559939,0.04185105],"genre_scores_gemma":[0.990893,0.00006768563,0.004935718,0.00004573876,0.00001893139,0.00003329537,0.00001845417,0.00002466292,0.003962405],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.005797311,"threshold_uncertainty_score":0.01152712,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"McMaster University","funders":"","keywords":"Business","authors":[{"name":"William Sulis","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01972178576247206,"gpt":0.335584447999883,"spread":0.3158626622374109,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006987127,0.002569437,0.002868428,0.004494205,0.0005013332,0.002094698,0.001543316,0.001450214,0.0700174],"category_scores_gemma":[0.00289241,0.0009749705,0.001024738,0.004971193,0.000728031,0.003251025,0.0009878018,0.002944505,0.07116684],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009784348,"about_ca_system_score_gemma":0.001443999,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002563879,"about_ca_topic_score_gemma":0.005505166,"domain_scores_codex":[0.9995667,0.00003637986,0.00004153316,0.00006588937,0.0002673658,0.00002204546],"domain_scores_gemma":[0.9979932,0.0008655549,0.0001807618,0.00007891462,0.0006743314,0.0002072968],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002342064,0.00002862663,0.00007507187,0.001239714,0.00002789172,0.00004064612,0.00003220725,0.0002621091,0.0003991601,0.001746354,0.8152614,0.1808635],"study_design_scores_gemma":[0.00001199261,0.0000309625,0.0004644342,0.0008362037,0.00003012501,0.0005109868,0.00002210407,0.0002377454,0.0001947605,0.003268685,0.9943746,0.00001745821],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002827927,0.9373995,0.004496797,0.006958714,0.01700789,0.00005058501,0.0005855992,0.0004117581,0.03280639],"genre_scores_gemma":[0.002378678,0.8109747,0.005378901,0.002808311,0.01348163,0.00009301292,0.000845366,0.0003178993,0.1637215],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.0700174,"threshold_uncertainty_score":0.2342315,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"McMaster University","funders":"","keywords":"Computer science","authors":[{"name":"Ирина Трофимова","is_ca":true},{"name":"William Sulis","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03569642863135097,"gpt":0.3253792559415008,"spread":0.2896828273101498,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000641123,0.001545996,0.002081833,0.00365227,0.0005990143,0.002733203,0.001548749,0.001728266,0.05882356],"category_scores_gemma":[0.004219457,0.0007364777,0.000685857,0.003724785,0.00104948,0.003392059,0.0009026883,0.002934466,0.05265048],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00129776,"about_ca_system_score_gemma":0.002210804,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00348726,"about_ca_topic_score_gemma":0.008717493,"domain_scores_codex":[0.9994631,0.00007137481,0.00003939823,0.00006685293,0.0003259798,0.00003316797],"domain_scores_gemma":[0.9976292,0.001024558,0.000192987,0.00007213274,0.0007862684,0.0002948585],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000008629133,0.000006352543,0.0000312411,0.0003190092,0.000007767668,0.00001818942,0.00001915905,0.00004368244,0.00006122459,0.0008753561,0.9518877,0.04672178],"study_design_scores_gemma":[0.000006182287,0.00001643334,0.0003103646,0.000655481,0.000014282,0.0002990291,0.00003331093,0.00005600424,0.00006555887,0.002711507,0.995821,0.00001084327],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002406843,0.911846,0.001539906,0.02334474,0.02370584,0.00004190842,0.0006082997,0.0003173659,0.03835516],"genre_scores_gemma":[0.003483873,0.7337228,0.002893563,0.01089246,0.02068644,0.00009022834,0.001156202,0.0003165554,0.2267579],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.05882356,"threshold_uncertainty_score":0.1967844,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}