{"id":"W4386060381","doi":"10.60162/swamphen.8.16684","title":"Seeping, maintaining, flooding and repairing","year":2022,"lang":"en","type":"article","venue":"Swamphen a Journal of Cultural Ecology (ASLEC-ANZ)","topic":"Water Governance and Infrastructure","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Government of Western Australia","keywords":"Cognitive reframing; Culvert; The arts; Subject (documents); Space (punctuation); Flooding (psychology); Metropolitan area; Upstream (networking); Political science; Civil engineering; Environmental planning; Sociology; Engineering; Law; History; Geography; Archaeology; Computer science; Psychology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00152077,0.0004680697,0.000264219,0.0006255839,0.01232031,0.004753968,0.001177903,0.001541215,0.005965201],"category_scores_gemma":[0.00353134,0.0003043735,0.0002160338,0.0005969154,0.02354002,0.004299784,0.006868616,0.002549771,0.0006922906],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001684938,"about_ca_system_score_gemma":0.001764845,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009862617,"about_ca_topic_score_gemma":0.03707166,"domain_scores_codex":[0.9983797,0.000806787,0.00002664162,0.0001466632,0.0002783741,0.0003618383],"domain_scores_gemma":[0.9989917,0.0003840338,0.0001134029,0.0001271807,0.00006885416,0.0003149165],"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":[0.00003158898,0.00005616638,0.002701838,0.0001335299,0.000006763116,0.001369571,0.9053284,0.0002350324,0.002849941,0.03737381,0.01537454,0.03453895],"study_design_scores_gemma":[0.000004626604,0.0000858436,0.002682644,0.0001283042,0.000006439031,0.0009029837,0.6542057,0.0002240366,0.0009437993,0.006888149,0.3339015,0.00002595811],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.722949,0.001438494,0.02095606,0.01380333,0.0005252975,0.0001649827,0.0001162655,0.0003409646,0.2397057],"genre_scores_gemma":[0.941874,0.0007360741,0.003759207,0.0009688873,0.00007541353,0.00005219838,0.00003796825,0.0001478129,0.05234832],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.01232031,"threshold_uncertainty_score":0.01995558,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01362051420230782,"score_gpt":0.28163851438255,"score_spread":0.2680180001802422,"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."}}