{"id":"W6930161627","doi":"10.5203/0096509","title":"Environment Canada - Water Quality Monitoring Stations - East Side Rivers and Lake Outlet Water Quality","year":2017,"lang":"en","type":"dataset","venue":"UMANCEOS","topic":"Reliability and Agreement in Measurement","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Hydrology (agriculture); Water quality; River delta; Drainage basin; Shelf ice; Bank","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.006005512,0.0004397697,0.0007223951,0.0001032143,0.000943501,0.0005595484,0.001406696,0.0001998869,0.002514367],"category_scores_gemma":[0.0006475071,0.0002599966,0.0001352836,0.00003165232,0.0003343853,0.0003461261,0.0006260608,0.0004704134,0.0007832465],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003773745,"about_ca_system_score_gemma":0.0001770184,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.2438763,"about_ca_topic_score_gemma":0.5662309,"domain_scores_codex":[0.9926037,0.0006732819,0.0013249,0.001138238,0.003606217,0.0006536408],"domain_scores_gemma":[0.9963197,0.0003488115,0.0004770345,0.002423825,0.0001683911,0.0002622196],"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":[0.00003275586,0.0000860235,0.005928386,0.000091705,0.00007140145,0.00001661754,0.0004908633,0.0002106285,0.0001724505,0.000003882049,0.9914321,0.001463195],"study_design_scores_gemma":[0.000365189,0.00002847591,0.01972586,0.00005119061,0.00004190227,7.311741e-7,0.0004611548,0.00000259113,0.0004801756,0.001499067,0.976904,0.0004396161],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.05452091,0.00008184596,0.00004987806,0.001587454,0.002042714,0.000587721,0.9409027,0.00001467831,0.0002121115],"genre_scores_gemma":[0.06752091,0.000390761,0.0003188322,0.0003969324,0.0009062319,0.0001862363,0.9242043,0.00003303278,0.0060427],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.3223546,"threshold_uncertainty_score":0.9999948,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2174734237948883,"score_gpt":0.3998527043027585,"score_spread":0.1823792805078702,"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."}}