{"id":"W4246999384","doi":"10.1007/978-94-007-0753-5_103620","title":"SAS-SR","year":2014,"lang":"en","type":"book-chapter","venue":"","topic":"SAS software applications and methods","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Brandon University; University of Northern British Columbia","funders":"","keywords":"Geology; 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":["insufficient_payload"],"category_scores_codex":[0.00006222397,0.0001431162,0.0001540236,0.00005032104,0.0000144809,0.00000939233,0.00009594483,0.000190099,0.002160717],"category_scores_gemma":[0.000003528938,0.000136171,0.00006419828,0.00000823176,0.00001328671,0.000007797657,0.00001546508,0.0001335069,0.001212086],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002450474,"about_ca_system_score_gemma":0.000005888476,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001557352,"about_ca_topic_score_gemma":0.000003371335,"domain_scores_codex":[0.9996138,0.000001414792,0.0001200969,0.0001130833,0.00006221465,0.00008940804],"domain_scores_gemma":[0.9995354,0.00005389087,0.00001364637,0.0003328919,0.00001837428,0.00004583407],"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":[2.054933e-7,5.586442e-7,6.843272e-7,0.00003057609,0.00002928977,5.180392e-7,0.00000666744,0.00006158089,0.00003336472,0.6387784,0.05651689,0.3045413],"study_design_scores_gemma":[0.00002865276,0.000003717504,0.000003751513,0.0000133476,0.00001554493,0.000002649392,3.558404e-7,0.0001685482,0.00009533932,0.01635957,0.9831427,0.0001658194],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[7.383081e-7,0.0002956474,0.3047967,0.000008067237,0.00013606,0.00005878439,0.000003667541,0.0004955697,0.6942047],"genre_scores_gemma":[0.0001620623,0.0002769686,0.055384,0.00009796194,0.0002608371,0.00001624026,0.00001985882,0.0000813153,0.9437007],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9266258,"threshold_uncertainty_score":0.9995656,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01897437275371358,"score_gpt":0.2413214879099856,"score_spread":0.222347115156272,"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."}}