{"id":"W6982346736","doi":"","title":"Identification et délimitation des zones humides dans les DROM. Fascicule 4 : Démarche de Recherche &amp; Développement pour élaborer les protocoles et listes de référence","year":2024,"lang":"en","type":"report","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Environmental Conservation and Management","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Heritage","funders":"","keywords":"Wetland; Protocol (science); Decree; Plan (archaeology); Variety (cybernetics); Identification (biology); Context (archaeology)","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"],"consensus_categories":[],"category_scores_codex":[0.02061101,0.0004958077,0.0003402193,0.0001862415,0.0005930417,0.0006090823,0.001035847,0.0004406982,0.0008818582],"category_scores_gemma":[0.003402509,0.0005073275,0.0002160412,0.0006167674,0.0006408052,0.0004008349,0.0009701707,0.0008726988,0.0002837773],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00319035,"about_ca_system_score_gemma":0.0006300433,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.009680612,"about_ca_topic_score_gemma":0.05143055,"domain_scores_codex":[0.9885315,0.007998945,0.000833033,0.001030736,0.00108313,0.0005226287],"domain_scores_gemma":[0.9961082,0.001365268,0.000646321,0.001251962,0.0004145807,0.0002136765],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00005859705,0.003028136,0.1682625,0.002687428,0.0004766708,0.00003912755,0.1015029,0.001350384,0.2722694,0.04156497,0.08040208,0.3283578],"study_design_scores_gemma":[0.0006946821,0.000004832399,0.4456658,0.004269309,0.0003345691,0.00005250791,0.0036989,0.003267926,0.1043609,0.0298903,0.4061272,0.001632952],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.3188731,0.001253847,0.4344786,0.05772262,0.0002042593,0.005672351,0.0001843499,0.0007113062,0.1808995],"genre_scores_gemma":[0.3524555,0.01149847,0.3923669,0.001231165,0.0000548554,0.00645123,0.00229141,0.0003004511,0.23335],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.3267248,"threshold_uncertainty_score":0.9997379,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.149197907780547,"score_gpt":0.3585385935961206,"score_spread":0.2093406858155736,"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."}}