{"id":"W2911444284","doi":"","title":"Revised Selected Papers of PAKDD 2013 International Workshops on Trends and Applications in Knowledge Discovery and Data Mining - Volume 7867","year":2013,"lang":"en","type":"article","venue":"","topic":"Data Mining Algorithms and Applications","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Volume (thermodynamics); Data science; Knowledge extraction; Computer science; Library science; Data mining; Information retrieval","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":[0.00440575,0.00205521,0.002098738,0.008605111,0.001693485,0.006940761,0.002093615,0.001741449,0.1730071],"category_scores_gemma":[0.01112662,0.0005711123,0.001743761,0.006302429,0.0006627142,0.003473589,0.002383602,0.002439978,0.07582631],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003446228,"about_ca_system_score_gemma":0.003401574,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005022341,"about_ca_topic_score_gemma":0.01153718,"domain_scores_codex":[0.9966397,0.0004935637,0.0002917568,0.0004986594,0.001804591,0.0002716101],"domain_scores_gemma":[0.9814413,0.001948924,0.0005534375,0.0009186719,0.01310642,0.00203129],"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":[0.0001437061,0.0000443735,0.0001394587,0.0003126611,0.00002276992,0.00008284892,0.00003596544,0.0003313636,0.0005244366,0.0008085888,0.9415739,0.05598011],"study_design_scores_gemma":[0.00003515468,0.00007876135,0.0008604459,0.000248728,0.00005720455,0.0001588841,0.00008119363,0.0006250142,0.000864912,0.002241028,0.994723,0.0000257531],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"other","genre_scores_codex":[0.002699981,0.05749892,0.0200674,0.06323504,0.7679495,0.0004372367,0.006983056,0.001236128,0.07989272],"genre_scores_gemma":[0.01058442,0.04292431,0.01004791,0.007447895,0.1672545,0.0002382074,0.009935098,0.001581275,0.7499864],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.1730071,"threshold_uncertainty_score":0.5787662,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02081511442458907,"score_gpt":0.2820615684622935,"score_spread":0.2612464540377044,"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."}}