{"id":"W4390971088","doi":"10.1371/journal.pwat.0000218","title":"Shifting formal education toward hydrosocial and hydrorelational learning","year":2024,"lang":"en","type":"article","venue":"PLOS Water","topic":"Water Governance and Infrastructure","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Athabasca University; University of Lethbridge","funders":"","keywords":"Formal education; Business; Public relations; Knowledge management; Political science; Sociology; Pedagogy; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001789463,0.00005914516,0.00006141929,0.00003214095,0.0003675913,0.000205303,0.00005701328,0.00007106586,0.0003855798],"category_scores_gemma":[0.00003248327,0.00004311747,0.00002580397,0.00005211376,0.00006916477,0.0007199673,0.00003498875,0.0001691541,0.0001064982],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005252408,"about_ca_system_score_gemma":0.00009455251,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001922159,"about_ca_topic_score_gemma":0.00002788558,"domain_scores_codex":[0.9992984,0.00003793978,0.00008901859,0.0001297616,0.000209788,0.000235112],"domain_scores_gemma":[0.9998735,0.00001922193,0.00001393758,0.00002726266,0.00002182051,0.00004426605],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003334242,0.00007365303,0.08603829,0.000252855,0.0001465314,0.00001371567,0.6460595,0.000114026,0.01339569,0.1648799,0.009128889,0.07986369],"study_design_scores_gemma":[0.000257567,0.00006267626,0.02054937,0.0002182999,0.00007219287,0.000006316867,0.006573064,0.002434045,0.01014377,0.05909856,0.900083,0.0005011351],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9578028,0.0001491395,0.00003549284,0.003971423,0.0004024229,0.00007083304,0.000001773094,0.00009250784,0.03747364],"genre_scores_gemma":[0.994088,0.00002630913,0.000126856,0.0001480914,0.001463575,0.000007584832,0.00001730863,0.000008693684,0.004113605],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8909541,"threshold_uncertainty_score":0.4221829,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01185488868057819,"score_gpt":0.2609420267836267,"score_spread":0.2490871381030485,"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."}}