{"id":"W2026107944","doi":"10.4000/vertigo.14025","title":"L’expertise, composante essentielle mais insuffisante des stratégies pour la biodiversité : le cas de la démoustication en Camargue (France)","year":2013,"lang":"fr","type":"article","venue":"VertigO","topic":"French Urban and Social Studies","field":"Social Sciences","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Humanities; Political science; Geography; Philosophy","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003374064,0.0002569295,0.000313712,0.00006698823,0.001262416,0.0002506342,0.0003602538,0.0003372659,0.0005202225],"category_scores_gemma":[0.0002550653,0.000274387,0.0001634901,0.0004166461,0.002429721,0.0004914901,0.0001371659,0.0002699396,0.0004966914],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005568148,"about_ca_system_score_gemma":0.0003167091,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.09984444,"about_ca_topic_score_gemma":0.003702,"domain_scores_codex":[0.9976509,0.0007994281,0.0002697166,0.0003230044,0.0003181302,0.0006388004],"domain_scores_gemma":[0.9987267,0.0006102229,0.0001105381,0.0001662698,0.0001763036,0.0002099762],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002384242,0.001012619,0.1428197,0.0002319952,0.0004049391,0.00007957487,0.2803403,0.00007840475,0.006252578,0.2513958,0.2838963,0.03346395],"study_design_scores_gemma":[0.001242278,0.0001159413,0.3138013,0.0002695337,0.0001771785,0.00001505465,0.06016451,0.00130844,0.002139551,0.02250538,0.5974156,0.0008452812],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7472658,0.04515013,0.003841975,0.009294691,0.001126999,0.000431442,0.00007100686,0.0001700243,0.1926479],"genre_scores_gemma":[0.9537231,0.01509268,0.002049763,0.0002115786,0.0003974698,0.00003235752,0.000006170802,0.00002033225,0.02846653],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3135193,"threshold_uncertainty_score":0.9999709,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01419325476518281,"score_gpt":0.2426946073332662,"score_spread":0.2285013525680834,"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."}}