{"id":"W4414850425","doi":"10.1080/02626667.2025.2571065","title":"Co-creating water knowledge: a community perspective","year":2025,"lang":"en","type":"article","venue":"Hydrological Sciences Journal","topic":"Innovative Approaches in Technology and Social Development","field":"Business, Management and Accounting","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; York University; UNESCO Institute for Statistics; Department of Environment and Conservation","funders":"Natural Environment Research Council; Royal Society; AXA Research Fund; Asia-Pacific Network for Global Change Research; European Commission; Nederlandse Organisatie voor Wetenschappelijk Onderzoek","keywords":"Perspective (graphical); Work (physics); Context (archaeology)","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.01360524,0.0004911558,0.0005294835,0.006057169,0.01094842,0.01630879,0.002844174,0.006630766,0.006510568],"category_scores_gemma":[0.01378765,0.0003697697,0.0005817935,0.002973007,0.04138607,0.02203225,0.01856316,0.003910234,0.0005607546],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004468692,"about_ca_system_score_gemma":0.01202061,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004611589,"about_ca_topic_score_gemma":0.005127359,"domain_scores_codex":[0.987438,0.008305752,0.0003269469,0.0009337874,0.001770658,0.001224816],"domain_scores_gemma":[0.9779107,0.01438903,0.001081341,0.001736475,0.002137594,0.002744843],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001195408,0.00006631792,0.0006495697,0.0001419602,0.00001379876,0.000492122,0.04027119,0.0004283541,0.0003204601,0.9333823,0.002174779,0.02204718],"study_design_scores_gemma":[0.00001966152,0.00005146391,0.0004014128,0.0003608308,0.00001631221,0.0003984885,0.05884969,0.001529751,0.0004297948,0.800059,0.1378575,0.00002609515],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.09075543,0.00771081,0.1483023,0.128935,0.0009642471,0.0003547406,0.0000820972,0.00015791,0.6227373],"genre_scores_gemma":[0.9688103,0.002903175,0.0146304,0.002226715,0.0003472451,0.0001358578,0.00003257116,0.00004143603,0.01087226],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9890516,"threshold_uncertainty_score":0.07195228,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04728228578132684,"score_gpt":0.3266119390470607,"score_spread":0.2793296532657338,"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."}}