{"id":"W4388687144","doi":"10.26686/nzsr.v74i1.8513","title":"Freshwater quality: It’s not only the cows you need to watch","year":2023,"lang":"en","type":"article","venue":"New Zealand Science Review","topic":"Fish Ecology and Management Studies","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Quality (philosophy); Business; Physics","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":[0.002593491,0.000573119,0.0008831721,0.001450924,0.0006096169,0.001760742,0.0008516589,0.001112725,0.007615853],"category_scores_gemma":[0.004519673,0.000197045,0.0004542196,0.003451973,0.001667789,0.002226511,0.00102262,0.001630245,0.0008024735],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003867932,"about_ca_system_score_gemma":0.011929,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1989691,"about_ca_topic_score_gemma":0.4085332,"domain_scores_codex":[0.999273,0.0001359178,0.0001107836,0.00008597363,0.0003239083,0.00007047255],"domain_scores_gemma":[0.9973183,0.000628432,0.0004259042,0.00006167694,0.001332182,0.0002335199],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0001377863,0.00003077945,0.002574647,0.01504642,0.0001889214,0.0001083286,0.0005930112,0.0001090942,0.0008315856,0.005003267,0.2545175,0.7208586],"study_design_scores_gemma":[0.00003008347,0.00006913469,0.02167885,0.01030279,0.0002506142,0.0002301867,0.0009779484,0.00003747642,0.0001699192,0.00145667,0.9647639,0.00003243001],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.001064673,0.9597821,0.0003089539,0.02916338,0.003494814,0.00001581192,0.0001249327,0.00001316866,0.006032238],"genre_scores_gemma":[0.009514678,0.9746032,0.0006008574,0.006284861,0.001161011,0.000029275,0.0001069375,0.0000103062,0.007688815],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1989691,"threshold_uncertainty_score":0.395622,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04529875161589836,"score_gpt":0.3176593506531214,"score_spread":0.272360599037223,"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."}}