{"id":"W4384828376","doi":"10.23818/limn.43.15","title":"A comparative analysis of water quality guidelines for fluoride in Canada and Spain","year":2023,"lang":"en","type":"article","venue":"Limnetica","topic":"Fluoride Effects and Removal","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Fluoride; Water quality; European union; Environmental science; Pollution; Water pollution; Invertebrate; Environmental protection; Environmental chemistry; Ecology; Chemistry; Biology; Business","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":[],"consensus_categories":[],"category_scores_codex":[0.0004133295,0.00006292554,0.0002384332,0.00004786155,0.00002404171,0.000004385681,0.00006562075,0.00001786674,0.0001428589],"category_scores_gemma":[0.00006315537,0.00004099608,0.00003557083,0.0003571785,0.00006014129,0.000019598,0.00006858112,0.00002752507,0.000008565304],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005953591,"about_ca_system_score_gemma":0.00001709342,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7950758,"about_ca_topic_score_gemma":0.9421899,"domain_scores_codex":[0.9992499,0.00004602091,0.0002323637,0.0001607028,0.0001408878,0.0001701733],"domain_scores_gemma":[0.9996201,0.0001922542,0.00002596954,0.0001079344,0.00001044786,0.00004325935],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000215939,0.00008039657,0.6365435,0.0001068925,0.0005138295,0.00002638891,0.004023692,0.09192089,0.2289338,0.0003854882,0.01953537,0.01771389],"study_design_scores_gemma":[0.0002586191,0.00004175634,0.8972537,0.00000626972,0.00007916521,2.480346e-7,0.0002954901,0.08293886,0.01493803,0.0001626794,0.003909464,0.0001157073],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9986575,0.00001359055,0.00003882282,0.0006631276,0.00004474103,0.0001354226,0.0000224835,0.000005710003,0.0004186492],"genre_scores_gemma":[0.9987827,0.00000594334,0.0008213266,0.0001191126,0.00001072481,0.000009687274,0.00001683281,0.000002523438,0.0002311281],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2607102,"threshold_uncertainty_score":0.2062888,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04877295153651751,"score_gpt":0.3254781224493917,"score_spread":0.2767051709128742,"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."}}