{"id":"W4230648111","doi":"10.1007/978-1-4939-7131-2_100858","title":"Pattern Mining","year":2018,"lang":"en","type":"book-chapter","venue":"","topic":"Data Mining Algorithms and Applications","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Computer science","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":[0.0007157176,0.001536592,0.0008917255,0.003103983,0.0006939695,0.002894577,0.002475973,0.0009074114,0.08518326],"category_scores_gemma":[0.002347044,0.0006529092,0.00105412,0.003690929,0.000484528,0.003916346,0.001974159,0.00148271,0.09647989],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005202306,"about_ca_system_score_gemma":0.0009117472,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004896522,"about_ca_topic_score_gemma":0.0008179055,"domain_scores_codex":[0.9993283,0.00004950194,0.00004687854,0.0002237809,0.0003175776,0.00003394819],"domain_scores_gemma":[0.9992613,0.0001933739,0.00003482548,0.0002427317,0.0002284393,0.00003933194],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002766431,0.00005421731,0.0002346889,0.0005139827,0.00002791541,0.00009654124,0.00006377105,0.0007597997,0.003918369,0.03011234,0.1378332,0.8263575],"study_design_scores_gemma":[0.00001263788,0.00004669117,0.0005977116,0.000266894,0.00003464172,0.001110589,0.00007605297,0.008664493,0.008935748,0.08338674,0.8968396,0.00002823382],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.003357664,0.009622237,0.6225481,0.003083685,0.001554362,0.0006597291,0.005342838,0.01093778,0.3428935],"genre_scores_gemma":[0.02152186,0.01671616,0.4652676,0.002132005,0.001239228,0.0005913164,0.01677337,0.001656178,0.4741021],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.08518326,"threshold_uncertainty_score":0.2849664,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02975316139481346,"score_gpt":0.2463058812138184,"score_spread":0.2165527198190049,"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."}}