{"id":"W2125852123","doi":"10.1109/icdm.2007.87","title":"Transitional Patterns and Their Significant Milestones","year":2007,"lang":"en","type":"article","venue":"","topic":"Data Mining Algorithms and Applications","field":"Computer Science","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"","keywords":"Database transaction; Computer science; Data mining; Set (abstract data type); Database; Transaction data; Transaction log; Timestamp; Real-time computing","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001267637,0.0003808353,0.0004883477,0.0034372,0.0009786199,0.002154348,0.000928545,0.0006508562,0.002725286],"category_scores_gemma":[0.01320953,0.0003836555,0.0005640392,0.004355437,0.001244957,0.003910423,0.001672299,0.000785864,0.0007178751],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003825314,"about_ca_system_score_gemma":0.0005807675,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008323257,"about_ca_topic_score_gemma":0.0007239156,"domain_scores_codex":[0.9984946,0.0002259923,0.000248777,0.0004022176,0.0004579935,0.0001703533],"domain_scores_gemma":[0.9922895,0.003355055,0.001649805,0.0009747327,0.001283333,0.0004476409],"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":[0.001312365,0.0002905234,0.1641952,0.001176567,0.0003343138,0.00405814,0.00553897,0.02130796,0.01768722,0.2347839,0.008459883,0.5408551],"study_design_scores_gemma":[0.00009939203,0.0004228585,0.08499622,0.0004290255,0.0002539859,0.006181119,0.004383043,0.1146714,0.01252497,0.7035455,0.07230467,0.0001878676],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6273693,0.003697305,0.3488831,0.001439725,0.0001799507,0.0003397597,0.003522348,0.0009276465,0.01364095],"genre_scores_gemma":[0.8744947,0.0009598396,0.1196476,0.0001325384,0.000091323,0.0002607678,0.002146007,0.00006263413,0.00220464],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0034372,"threshold_uncertainty_score":0.009116948,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01352973299948582,"score_gpt":0.2339627342986429,"score_spread":0.2204330012991571,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}