{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02666984,0.001048558,0.0007953691,0.006568025,0.002190984,0.0050849,0.00354363,0.002538533,0.2238128],"category_scores_gemma":[0.1726626,0.0009759394,0.001612685,0.009889828,0.0009182697,0.008219013,0.004880491,0.002889008,0.2015652],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001323839,"about_ca_system_score_gemma":0.008109387,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05202771,"about_ca_topic_score_gemma":0.0465096,"domain_scores_codex":[0.9859056,0.005490222,0.002368914,0.001199744,0.003863367,0.001172071],"domain_scores_gemma":[0.8303993,0.03059326,0.004679672,0.04956987,0.08119558,0.003562233],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000141269,0.0001806494,0.01748446,0.0004820657,0.00009734099,0.0001310457,0.001844866,0.0003050638,0.001312726,0.00813872,0.8542979,0.115584],"study_design_scores_gemma":[0.0001274012,0.00004329695,0.02850865,0.001080719,0.0001218723,0.000144064,0.005917817,0.00241042,0.003748562,0.01346736,0.9443299,0.0001000173],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"other","genre_scores_codex":[0.02936144,0.0005694266,0.1083666,0.07669297,0.01165619,0.004144615,0.5347208,0.02055389,0.2139342],"genre_scores_gemma":[0.09040624,0.0007432124,0.4085387,0.01440037,0.002120057,0.007376978,0.2815209,0.01453311,0.1803605],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.2238128,"threshold_uncertainty_score":0.7487285,"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."}}