{"id":"W4241256580","doi":"10.1007/978-1-4614-6170-8_100880","title":"Knowledge Discovery","year":2014,"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0000868989,0.0001629254,0.0001640772,0.00006519083,0.00006557316,0.0002683186,0.001086577,0.0001050404,0.00008368728],"category_scores_gemma":[0.000003720004,0.0001365138,0.00007512929,0.00002352037,0.0000359561,0.0001965283,0.0004879393,0.0001382158,0.002743197],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000190744,"about_ca_system_score_gemma":0.00005822989,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004707822,"about_ca_topic_score_gemma":0.000007197627,"domain_scores_codex":[0.9991956,0.000003224833,0.0001532883,0.0004143949,0.0001094009,0.0001240338],"domain_scores_gemma":[0.9987502,0.00005642374,0.00006766564,0.001027276,0.00003745355,0.00006094464],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[4.405889e-8,0.000003224547,7.099009e-8,0.00000346076,0.000005573019,5.404766e-7,0.00001041523,9.995925e-8,8.68251e-7,0.7696135,0.05119126,0.179171],"study_design_scores_gemma":[0.00003440926,0.00001437939,0.000003224485,0.00002901645,0.000005329724,0.000004620677,3.237244e-7,0.004823509,0.000009951142,0.03818558,0.9566984,0.0001912813],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[5.061018e-8,0.00007392402,0.4794243,0.0001487227,0.0001276561,0.00003733824,0.00001065247,0.00009949433,0.5200778],"genre_scores_gemma":[0.00004614447,0.00003608644,0.05536193,0.0001785339,0.0002341221,0.000008941693,0.00003673682,0.00001594629,0.9440815],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9055071,"threshold_uncertainty_score":0.9980333,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02476231035065318,"score_gpt":0.2531547928947007,"score_spread":0.2283924825440475,"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."}}