{"id":"W592578960","doi":"10.30861/9781407312156","title":"Riparia, un patrimoine culturel: La gestion intégrée des bords de l’eau. Proceedings of the Sudbury Workshop, April 12–14, 2012 / Actes de l’atelier Savoirs et pratiques de gestion intégrée des bords de l’eau – Riparia, Sudbury, 12–14 avril, 2012","year":2014,"lang":"fr","type":"book","venue":"University of Michigan Press eBooks","topic":"Water Governance and Infrastructure","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Urbanization; Geography; Humanities; Ecology; Art; Biology","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","research_integrity"],"consensus_categories":["sts","research_integrity"],"category_scores_codex":[0.003100346,0.001019868,0.001186825,0.0002594462,0.001342907,0.0002677424,0.002094645,0.002871425,0.0001419624],"category_scores_gemma":[0.0009183571,0.000987457,0.0006076802,0.0001879123,0.00497115,0.001641797,0.000766494,0.00246905,0.000005010471],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001595042,"about_ca_system_score_gemma":0.002136633,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.03389463,"about_ca_topic_score_gemma":0.05999327,"domain_scores_codex":[0.9943089,0.001347413,0.0008334217,0.0009462243,0.001011739,0.001552299],"domain_scores_gemma":[0.9952011,0.0006436714,0.001923264,0.0005655853,0.001076301,0.0005901044],"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":[0.002555384,0.0008978083,0.039403,0.00353867,0.002100297,0.00007507801,0.5824561,0.001884033,0.04446714,0.1594476,0.1369346,0.02624028],"study_design_scores_gemma":[0.003423694,0.0006256684,0.1034552,0.00718201,0.002921063,0.0001433693,0.0140147,0.0006970161,0.04133383,0.04989452,0.7737786,0.002530352],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8571846,0.001975508,0.003992986,0.00128936,0.000644531,0.001431413,0.0004390277,0.0002671836,0.1327754],"genre_scores_gemma":[0.7310191,0.006077813,0.01958843,0.0005669459,0.001287558,0.00001676978,0.0001843229,0.0002137908,0.2410452],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.636844,"threshold_uncertainty_score":0.9999572,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01432347863414107,"score_gpt":0.2279131924214966,"score_spread":0.2135897137873555,"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."}}