{"id":"W7130569941","doi":"10.5281/zenodo.18695129","title":"Vers le développement de méthodes de détection de petites zones humides en France - Cas d'étude de l'Île-de-France","year":2024,"lang":"fr","type":"report","venue":"Open MIND","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Parks and Wilderness Society","funders":"","keywords":"Stage (stratigraphy); Cote d ivoire; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01906072,0.002350063,0.001093069,0.004239656,0.001398659,0.003731844,0.002098365,0.003196442,0.003416201],"category_scores_gemma":[0.01196185,0.001387916,0.001366431,0.001907974,0.001803812,0.001790539,0.001286057,0.002002918,0.002999603],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002863338,"about_ca_system_score_gemma":0.002953043,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.09625631,"about_ca_topic_score_gemma":0.1269377,"domain_scores_codex":[0.9885435,0.005323259,0.0003232412,0.002147327,0.003191144,0.0004716243],"domain_scores_gemma":[0.9945191,0.002650176,0.0004702855,0.0003589446,0.001747743,0.0002537918],"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":[0.001542162,0.0006321415,0.1151504,0.002299727,0.001048994,0.0008223612,0.003619773,0.004939927,0.2337004,0.007480782,0.04048172,0.5882818],"study_design_scores_gemma":[0.0002532606,0.001770488,0.2963126,0.001156946,0.0008749035,0.003020679,0.002350993,0.01744608,0.2640392,0.003725189,0.4086111,0.0004386682],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2471726,0.1704998,0.4938923,0.01371491,0.004676213,0.002204849,0.01421107,0.00465228,0.04897601],"genre_scores_gemma":[0.2848653,0.03066354,0.5873482,0.003566233,0.0009299088,0.002160267,0.008240402,0.001054777,0.08117136],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.09625631,"threshold_uncertainty_score":0.1913921,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07363091073998598,"score_gpt":0.3749719888121167,"score_spread":0.3013410780721307,"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."}}