{"id":"W2484503025","doi":"10.1016/b978-0-12-804206-9.00041-6","title":"Why provenance matters","year":2016,"lang":"en","type":"book-chapter","venue":"Elsevier eBooks","topic":"Scientific Computing and Data Management","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Provenance; Geology; Paleontology","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.003015118,0.000398053,0.0005724021,0.000448694,0.0002057814,0.00062786,0.002232184,0.0001589147,0.001971025],"category_scores_gemma":[0.0002717034,0.0002517772,0.0003172543,0.00004403164,0.0002827008,0.0001230983,0.001078476,0.0002375616,0.009091523],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000784405,"about_ca_system_score_gemma":0.00007767464,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":3.76017e-7,"about_ca_topic_score_gemma":0.00001159419,"domain_scores_codex":[0.9949042,0.00005688412,0.0009399104,0.001568968,0.002109867,0.0004202375],"domain_scores_gemma":[0.9954569,0.0004835391,0.000633916,0.003007793,0.0002431269,0.0001746931],"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":[0.000004128831,0.000002405053,0.000001435793,0.000006994179,0.00001763549,0.00001765174,0.00003715129,3.239706e-7,0.000003960415,0.01585436,0.2676322,0.7164218],"study_design_scores_gemma":[0.0001259376,0.0000181909,0.000006891755,0.0002827738,0.00001980681,0.000005500324,0.000005941139,0.00001146571,0.000006645241,0.1510893,0.8481216,0.0003059436],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000002530618,0.0002252383,0.0005043705,0.004190382,0.00299352,0.0004441412,0.0001132214,0.0001072358,0.9914194],"genre_scores_gemma":[0.00006200754,0.000009006848,0.0004649226,0.008439042,0.0003997087,0.00001402581,0.00000732724,0.00004629171,0.9905577],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7161158,"threshold_uncertainty_score":0.9999934,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06528497919798033,"score_gpt":0.3166696603163082,"score_spread":0.2513846811183278,"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."}}