{"id":"W2541255057","doi":"","title":"8. Working with WQ data","year":2015,"lang":"en","type":"article","venue":"","topic":"Southeast Asian Sociopolitical Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","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":[],"consensus_categories":[],"category_scores_codex":[0.0004573266,0.00004350337,0.00006962414,0.000009133945,0.0002169198,0.0000510438,0.0003407684,0.00002718953,0.0001146791],"category_scores_gemma":[0.0003169447,0.0000303972,0.000007250089,0.0001478304,0.000386555,0.0001099102,0.0001417387,0.00004847484,0.0002463564],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005169034,"about_ca_system_score_gemma":0.000117937,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001795455,"about_ca_topic_score_gemma":0.004110738,"domain_scores_codex":[0.99917,0.00005784988,0.00005222674,0.00014361,0.0003245456,0.0002517331],"domain_scores_gemma":[0.9994637,0.00006775813,0.00001326458,0.0002295591,0.00004683136,0.0001788263],"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":[0.00001245042,0.00003148233,0.1863143,0.000001017931,0.00003546915,0.000007872094,0.04829754,3.11612e-7,1.589309e-7,0.7255371,0.03256702,0.007195315],"study_design_scores_gemma":[0.0002217465,0.00001777677,0.001585381,0.000009673309,0.00001282721,4.663758e-7,0.2838691,0.00000997311,0.000001392486,0.01019457,0.7039543,0.0001228347],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.005750941,0.00009179716,0.0004915945,0.007318989,0.0001533547,0.00007199348,0.000001469448,0.0001370758,0.9859828],"genre_scores_gemma":[0.9902466,0.000002190136,0.002518049,0.0002687497,0.0003883699,0.000002461599,0.000001937784,0.000005025307,0.006566626],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9844956,"threshold_uncertainty_score":0.3166495,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4083605166682612,"score_gpt":0.3973279657615846,"score_spread":0.01103255090667654,"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."}}