{"id":"W7095020854","doi":"","title":"Des forêts urbaines sensibles et robustes","year":2025,"lang":"en","type":"article","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Historical Studies of British Isles","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Context (archaeology); Affect (linguistics); Medium term","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":[],"consensus_categories":[],"category_scores_codex":[0.001345393,0.0001526827,0.0002047321,0.0001103003,0.00110898,0.0003552624,0.0003769186,0.00004803573,0.0003135736],"category_scores_gemma":[0.001092082,0.0001549431,0.0001055224,0.0001432212,0.0005947513,0.0001947151,0.0002634436,0.0001377284,0.0000334107],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008302876,"about_ca_system_score_gemma":0.00004881971,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002339196,"about_ca_topic_score_gemma":0.03354247,"domain_scores_codex":[0.997963,0.001049969,0.0002714638,0.0002933123,0.0001722594,0.0002499872],"domain_scores_gemma":[0.996975,0.001040602,0.00009922464,0.0005047552,0.00131452,0.00006589077],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000002568107,0.0001826214,0.0006268991,0.00005772647,0.00004407177,0.000002599947,0.01729918,0.000003496173,0.0003001456,0.9239304,0.03168706,0.02586321],"study_design_scores_gemma":[0.0004022919,4.736482e-7,0.002120363,0.0009067531,0.00003380811,0.000002685274,0.001178591,0.0003245918,0.00475736,0.02553211,0.9644669,0.0002740658],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.04035264,0.002967078,0.007357465,0.01929456,0.0002409852,0.0001875464,0.0000286858,0.0003114528,0.9292596],"genre_scores_gemma":[0.8450831,0.0003306214,0.007258544,0.0003681798,0.00003488822,0.00002923746,0.00005471244,0.00002112203,0.1468196],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9327798,"threshold_uncertainty_score":0.9840928,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01798092717769095,"score_gpt":0.213623437518321,"score_spread":0.19564251034063,"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."}}