{"id":"W4310723691","doi":"","title":"Contribution de l'équipe du projet « Le développement durable à l'épreuve des paysages d'Éole » à la réflexion sur l'utilisation des travaux pour l'aide à la décision publique","year":2008,"lang":"fr","type":"preprint","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Urban Planning and Valuation","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Rimouski","funders":"","keywords":"Action (physics); Test (biology); Sustainable development; Computer science; Engineering; Architectural engineering; Engineering management; Political science; Geology","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":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.01858182,0.0007622175,0.0006448841,0.0002830583,0.001705596,0.0008463908,0.001325884,0.0009424893,0.0004261226],"category_scores_gemma":[0.006275128,0.0008340993,0.0003454027,0.0007646466,0.001432382,0.001085398,0.001053487,0.001144852,0.0002308101],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002294015,"about_ca_system_score_gemma":0.001291344,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02002512,"about_ca_topic_score_gemma":0.006178095,"domain_scores_codex":[0.9774407,0.01778759,0.001187702,0.001443213,0.001102686,0.001038159],"domain_scores_gemma":[0.9921941,0.003165702,0.0009734671,0.001575977,0.001624485,0.000466307],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004243619,0.006717425,0.4504283,0.0007882754,0.000400739,0.0000744249,0.1092825,0.01943279,0.1404057,0.05916061,0.02861898,0.1842659],"study_design_scores_gemma":[0.002478999,0.000009583289,0.665666,0.003959636,0.0001651763,0.0001831439,0.0008465259,0.1082918,0.1590814,0.0210016,0.03707452,0.001241674],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7011593,0.0009637285,0.2574854,0.02065948,0.0001935512,0.001111087,0.0001096637,0.0003142038,0.01800357],"genre_scores_gemma":[0.9189524,0.007211706,0.05794352,0.0001443241,0.00006375216,0.0002560214,0.001357738,0.00009457573,0.01397593],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2177931,"threshold_uncertainty_score":0.999594,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04818657262985086,"score_gpt":0.254273411613377,"score_spread":0.2060868389835262,"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."}}