{"meta":{"query_hash":"6e3d6548950e","filters":{"venue":"International Journal of Swarm Intelligence Research"},"cohort_total":2,"direct_labels_cover":0,"predictions_cover":2,"exported":2,"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/6e3d6548950e","api":"https://metacan.xera.ac/api/v1/cohort?venue=International+Journal+of+Swarm+Intelligence+Research"},"results":[{"id":"W1978344273","doi":"10.4018/ijsir.2014100103","title":"Customizing Urban Pattern through an Agent-Based Approach","year":2014,"lang":"en","type":"article","venue":"International Journal of Swarm Intelligence Research","topic":"Architecture and Computational Design","field":"Engineering","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":"University of Calgary","funders":"","keywords":"Swarm behaviour; Mistake; Computer science; Architecture; Software design pattern; Fuzzy logic; Process (computing); Artificial intelligence; Conceptualization; Design pattern; Human–computer interaction; Software engineering; Geography; Programming language; Software","score_opus":0.08261603163094519,"score_gpt":0.3644879418117858,"score_spread":0.28187191018084057,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1978344273","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":[0.03401886,0.00014311906,0.9439534,0.00034785978,0.00005817008,0.000202671,0.000048409507,0.00061630015,0.020611228],"genre_scores_gemma":[0.4715308,0.0002940811,0.51645964,0.00012559743,0.000019347406,0.00029848213,0.00011790396,0.00014083345,0.011013321],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9996712,0.000088508605,0.000019131165,0.00006763474,0.00012026924,0.000033220338],"domain_scores_gemma":[0.9997255,0.0000797671,0.000036294427,0.00007089452,0.000054993783,0.0000324837],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00051103963,0.0003725949,0.00034570953,0.0005624088,0.0006494354,0.0017246964,0.0011588114,0.0006954806,0.002268575],"category_scores_gemma":[0.00094371627,0.00034349787,0.00052110234,0.0003891595,0.00093326665,0.0010530229,0.0014852604,0.0005284726,0.00052264065],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000091292255,0.00021258449,0.0035947077,0.0002337434,0.00012566437,0.00037272557,0.0013463581,0.604778,0.04155844,0.17085153,0.003537963,0.17329688],"study_design_scores_gemma":[0.000023375562,0.000068590154,0.00069032627,0.00002848594,0.00003054324,0.00010024508,0.0003288717,0.9417497,0.005409501,0.025833579,0.025709044,0.000027780166],"about_ca_topic_score_codex":0.0025201773,"about_ca_topic_score_gemma":0.004846658,"teacher_disagreement_score":0.0025201773,"about_ca_system_score_codex":0.0007067793,"about_ca_system_score_gemma":0.0006656963,"threshold_uncertainty_score":0.0075891614},"labels":[],"label_agreement":null},{"id":"W2920794693","doi":"10.4018/ijsir.2019040101","title":"Modified Firefly Algorithm With Chaos Theory for Feature Selection","year":2019,"lang":"en","type":"article","venue":"International Journal of Swarm Intelligence Research","topic":"Metaheuristic Optimization Algorithms Research","field":"Computer Science","cited_by":21,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Manitoba","funders":"","keywords":"Firefly algorithm; Computer science; Particle swarm optimization; Feature selection; Maximization; Maxima and minima; Mathematical optimization; Algorithm; Hyperparameter optimization; Mutual information; Metaheuristic; Artificial intelligence; Support vector machine; Mathematics","score_opus":0.058083235880678985,"score_gpt":0.3974881111283455,"score_spread":0.3394048752476665,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2920794693","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":[0.0041908403,0.0003352197,0.99378383,0.00009741012,0.00005336494,0.00005640139,0.000031200907,0.00027397304,0.0011777272],"genre_scores_gemma":[0.17721856,0.00057692145,0.81599665,0.00015435148,0.000110005145,0.0005702966,0.00023205951,0.00011982218,0.0050213197],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9994733,0.00014461315,0.00003312443,0.00008566427,0.00022325422,0.000040080256],"domain_scores_gemma":[0.9996666,0.00014828343,0.00003576839,0.00003987053,0.0000962042,0.000013384918],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009056691,0.00085274014,0.0011039806,0.0011993136,0.0005551994,0.0006569981,0.0012610172,0.00094312493,0.0015171784],"category_scores_gemma":[0.0016324882,0.00035315737,0.0011619068,0.0013702889,0.00044068316,0.00091050105,0.00065249926,0.0009171811,0.0005863824],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0001679689,0.00010623644,0.0013219579,0.00019979775,0.00021242941,0.0001465656,0.00015087597,0.5057744,0.020045627,0.044132892,0.006261005,0.42148024],"study_design_scores_gemma":[0.00003095578,0.00005630522,0.00026577272,0.000008180039,0.000020117835,0.000077047574,0.0000068617937,0.9864194,0.0032229344,0.0056738365,0.00420211,0.00001653154],"about_ca_topic_score_codex":0.0021582618,"about_ca_topic_score_gemma":0.001369214,"teacher_disagreement_score":0.0021582618,"about_ca_system_score_codex":0.0006090379,"about_ca_system_score_gemma":0.00080627756,"threshold_uncertainty_score":0.0050754547},"labels":[],"label_agreement":null}]}