{"id":"W4411030943","doi":"10.7202/1116178ar","title":"Protéger nos forêts, protéger nos communautés : s’adapter aux feux de forêt dans un climat changeant","year":2024,"lang":"fr","type":"article","venue":"˜Le œclimatoscope","topic":"Fire effects on ecosystems","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec en Abitibi-Témiscamingue; Université du Québec à Montréal; Ouranos","funders":"","keywords":"Adapter (computing); Humanities; Art; Engineering; Electrical engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.002504598,0.001210411,0.001121734,0.000230895,0.0009656166,0.0008813957,0.001673271,0.0007585022,0.006271475],"category_scores_gemma":[0.0001428033,0.001159828,0.0005616259,0.001024471,0.0008847842,0.001707728,0.00150665,0.001410401,0.02145214],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001699138,"about_ca_system_score_gemma":0.0004137858,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01027247,"about_ca_topic_score_gemma":0.005241814,"domain_scores_codex":[0.9920042,0.0009191079,0.001364644,0.001704587,0.0012139,0.002793526],"domain_scores_gemma":[0.9962584,0.0005570098,0.0003383,0.002001284,0.00005424583,0.0007907106],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0008955113,0.007256694,0.1545632,0.02749012,0.001949809,0.005111545,0.06314556,0.0008591145,0.2476864,0.03076395,0.1590987,0.3011794],"study_design_scores_gemma":[0.003143026,0.001841598,0.0323111,0.008107092,0.0005679911,0.001417081,0.002075892,0.2490695,0.07298817,0.001570451,0.6233367,0.003571413],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8338158,0.0230604,0.006737928,0.02401451,0.01108965,0.01886274,0.001048879,0.001629857,0.07974028],"genre_scores_gemma":[0.9708092,0.0007566417,0.005690078,0.001407304,0.0007814581,0.003397071,0.0001144212,0.0005011369,0.01654267],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.464238,"threshold_uncertainty_score":0.9990852,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01637165724180119,"score_gpt":0.2554767901836686,"score_spread":0.2391051329418674,"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."}}