{"id":"W4318483331","doi":"10.1080/02508060.2023.2170039","title":"The governance of water innovation: To quench a thirst","year":2023,"lang":"en","type":"article","venue":"Water International","topic":"Transboundary Water Resource Management","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Royal Roads University","funders":"","keywords":"Thirst; Corporate governance; Business; Political science; Environmental science; Finance","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":[0.006119358,0.0004946777,0.0007124755,0.0008060614,0.002537425,0.01032057,0.001151987,0.006842255,0.0062099],"category_scores_gemma":[0.01154984,0.0002947494,0.0004014122,0.000965016,0.01412447,0.0232357,0.005260061,0.007097416,0.00121093],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00378111,"about_ca_system_score_gemma":0.005063853,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004388506,"about_ca_topic_score_gemma":0.008363435,"domain_scores_codex":[0.9974782,0.001091514,0.0000607487,0.000285035,0.0005516991,0.0005327978],"domain_scores_gemma":[0.9897971,0.005786752,0.0006099413,0.0008510588,0.001124044,0.00183114],"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":[0.00004651924,0.00005849585,0.001309357,0.0002349149,0.00002383899,0.0001348677,0.004428775,0.001042487,0.0004427438,0.7140817,0.2293614,0.04883489],"study_design_scores_gemma":[0.00001907667,0.00005110018,0.0006672581,0.0003890937,0.000005910504,0.00003771835,0.005055872,0.0007064055,0.0002603303,0.4404053,0.5523736,0.00002838869],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.004749578,0.02214235,0.005138488,0.9463727,0.003653403,0.00001314499,0.00002622964,0.00008951943,0.01781461],"genre_scores_gemma":[0.5591579,0.0798372,0.008893023,0.2667908,0.01563211,0.0001505477,0.0001223109,0.0003410982,0.06907505],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9974626,"threshold_uncertainty_score":0.03236264,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02424172912867154,"score_gpt":0.3010360036542785,"score_spread":0.276794274525607,"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."}}