{"id":"W7133288492","doi":"","title":"Water quality in Canadian rivers","year":2023,"lang":"en","type":"other","venue":"Federal Open Science Repository of Canada / Le Dépôt fédéral de science ouverte du Canada","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001108498,0.0003866688,0.0003243796,0.002789449,0.004973647,0.002959276,0.001105116,0.0007829096,0.0258521],"category_scores_gemma":[0.002405606,0.0003224869,0.0008877589,0.007284342,0.0007836404,0.0006854159,0.001391965,0.000774789,0.001998966],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.06948752,"about_ca_system_score_gemma":0.1323977,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9985729,"about_ca_topic_score_gemma":0.9994844,"domain_scores_codex":[0.9981645,0.0001011914,0.00006596035,0.0001784586,0.001066387,0.0004236184],"domain_scores_gemma":[0.9981341,0.00005579589,0.00006736382,0.00005266376,0.001439199,0.0002510062],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0001599301,0.0001346713,0.1337206,0.0009045574,0.000115527,0.0002691455,0.002338801,0.002345657,0.001345526,0.03307767,0.595821,0.2297669],"study_design_scores_gemma":[0.00002073986,0.00003110238,0.5052302,0.0004146614,0.00007132813,0.00008187799,0.002775496,0.001377788,0.0006781639,0.001998197,0.4872417,0.00007884394],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1397038,0.02127454,0.001818368,0.03756452,0.001026508,0.0004585467,0.087701,0.000656048,0.7097967],"genre_scores_gemma":[0.4671642,0.02237774,0.005180058,0.003337334,0.0001330672,0.000168176,0.02320134,0.0002473839,0.4781907],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.06948752,"threshold_uncertainty_score":0.5041696,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01336134150797949,"score_gpt":0.2568994344892956,"score_spread":0.2435380929813161,"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."}}