{"id":"W7095174839","doi":"","title":"And","year":2010,"lang":"en","type":"article","venue":"","topic":"Computational Physics and Python Applications","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Audit; Joint audit; Government (linguistics); Competition (biology); Auditor's report; Audit plan; Process (computing); Audit evidence; Selection (genetic algorithm)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00001746417,0.00001135539,0.000009997375,0.000006609741,0.00002383352,0.0000347912,0.00007618092,0.000004015259,0.000008924663],"category_scores_gemma":[0.000001155684,0.000009611895,0.00000343744,0.00004299583,0.000006141943,0.00005278915,0.0000387868,0.00002275176,0.00002849628],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":2.307807e-7,"about_ca_system_score_gemma":0.000005054417,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000344505,"about_ca_topic_score_gemma":0.000003186239,"domain_scores_codex":[0.9998885,7.835035e-7,0.00001661754,0.00005033731,0.0000230804,0.00002072498],"domain_scores_gemma":[0.9998645,0.00001911833,0.000003707966,0.00008394469,0.00001073922,0.00001800773],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[1.071663e-8,0.000002380956,0.00004825561,8.899509e-8,1.944651e-7,2.539946e-8,0.0000104737,6.952085e-7,0.0018295,0.9557945,0.0002863299,0.04202756],"study_design_scores_gemma":[0.00003716085,0.000003275325,0.02684428,1.29514e-7,2.224866e-7,0.000004793208,7.56754e-7,0.09280593,0.0006119878,0.8251857,0.05446491,0.0000408192],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03399573,0.000001608757,0.9272089,0.002606198,0.00004531362,0.0000166396,1.022321e-7,0.00004528426,0.03608024],"genre_scores_gemma":[0.8826725,2.249252e-7,0.1169189,0.0002202665,0.00001554093,0.000001690354,1.544663e-7,4.270748e-7,0.0001702674],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.8486769,"threshold_uncertainty_score":0.03919617,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007376184126909839,"score_gpt":0.2417277531455135,"score_spread":0.2343515690186036,"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."}}