{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":1,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":1,"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":"841408daa522","filters":{"venue":"Transactions on machine learning and data mining"}},"results":[{"id":"W1728627389","doi":"","title":"Design and Considerations of a Searching Software","year":2015,"lang":"en","type":"article","venue":"Transactions on machine learning and data mining","topic":"Advanced Text Analysis Techniques","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Acadia University","funders":"","keywords":"Order (exchange); Computer science; Software; Data science; Business; Finance","authors":[{"name":"Haiyi Zhang","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0924846284533971,"gpt":0.3505062576734811,"spread":0.258021629220084,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000707584,0.00009325385,0.0001506677,0.0001766524,0.0002423926,0.00009312894,0.0002050451,0.0000300356,0.000005845207],"category_scores_gemma":[0.0002468531,0.00008870129,0.00001265322,0.0001780778,0.00006057107,0.0005896082,0.00005165549,0.0002462881,0.000001123184],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000008582714,"about_ca_system_score_gemma":0.00004756485,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000566535,"about_ca_topic_score_gemma":0.00001395086,"domain_scores_codex":[0.999059,0.0001840148,0.0001608113,0.0003296714,0.0001493852,0.0001171464],"domain_scores_gemma":[0.9988105,0.0005933449,0.00006715249,0.0003909645,0.0000478682,0.00009015565],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00003922752,0.000114146,0.002403834,0.00004063569,0.0001161248,0.00002262838,0.006688712,0.0593988,0.0009666197,0.001955214,0.0001448494,0.9281092],"study_design_scores_gemma":[0.0003459382,0.0002273956,0.00006887402,0.0000486829,0.00003199502,0.00006100262,0.0002141197,0.9953864,0.0007854706,0.002137539,0.0005396976,0.0001529354],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.002464701,0.0002514661,0.9966835,0.0002583652,0.00001328468,0.00006668335,0.000007803211,0.0002034601,0.00005072141],"genre_scores_gemma":[0.4263017,0.00003817856,0.5735763,0.00002569994,0.000003176798,0.000002808646,0.000007240237,0.000005141604,0.00003978537],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.9359875,"threshold_uncertainty_score":0.3617134,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}