{"id":"W4398184199","doi":"10.2166/wh.2024.002","title":"Ensuring safe drinking water: converting commitment into action and foresight","year":2024,"lang":"en","type":"article","venue":"Journal of Water and Health","topic":"Patient Safety and Medication Errors","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Action (physics); Futures studies; Business; Environmental science; Environmental planning; 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":[0.07501043,0.001633662,0.001209002,0.002768319,0.005716218,0.02006501,0.00336668,0.009925939,0.007225091],"category_scores_gemma":[0.06379622,0.001184149,0.0008940643,0.001930471,0.04418505,0.0354846,0.02604525,0.01505313,0.001879462],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0151911,"about_ca_system_score_gemma":0.03334723,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01409048,"about_ca_topic_score_gemma":0.009142823,"domain_scores_codex":[0.9639533,0.0199857,0.001937999,0.003665828,0.006342878,0.004114208],"domain_scores_gemma":[0.9529503,0.02846471,0.002741891,0.003822827,0.005419079,0.006601208],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007414747,0.0001016737,0.00118599,0.0004930785,0.00005760734,0.0002477031,0.02215488,0.004071592,0.0006389136,0.8354853,0.04326391,0.09222518],"study_design_scores_gemma":[0.00002376056,0.00005564788,0.0003565585,0.0007338722,0.00001255315,0.00004063133,0.009089147,0.001053218,0.0002669471,0.7784194,0.2098719,0.00007632628],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.01766646,0.02017344,0.1920546,0.5639951,0.005659308,0.0006312827,0.0002778293,0.0006425426,0.1988995],"genre_scores_gemma":[0.7727217,0.02022675,0.1110389,0.0622751,0.003285567,0.001010529,0.0003851113,0.0006747064,0.02838162],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.07501043,"threshold_uncertainty_score":0.3966978,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1216117758793983,"score_gpt":0.4432637488448662,"score_spread":0.3216519729654679,"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."}}