{"id":"W4396234577","doi":"10.1139/cjfr-2023-0244","title":"Transformations de la composition forestière dans les forêts boréales mixtes soumises à une forte influence humaine : une analyse de la région de Rouyn-Noranda de 1910 à 2020 (Québec, Canada)","year":2024,"lang":"fr","type":"article","venue":"Canadian Journal of Forest Research","topic":"French Urban and Social Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Cégep de l'Abitibi Témiscamingue; Université du Québec à Rimouski; Université du Québec à Chicoutimi; Université du Québec à Montréal; Université du Québec en Abitibi-Témiscamingue","funders":"Mitacs","keywords":"Humanities; Forestry; Art; Geography","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":true,"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":[0.0004676511,0.0003315105,0.0003163063,0.002471729,0.001586553,0.001537612,0.0005293076,0.0002467722,0.002341532],"category_scores_gemma":[0.0005700815,0.0002152817,0.0004607064,0.004612012,0.0007805973,0.0004214045,0.0004488621,0.0003415431,0.0002988233],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01035758,"about_ca_system_score_gemma":0.00754727,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9770012,"about_ca_topic_score_gemma":0.9946084,"domain_scores_codex":[0.9996969,0.00001834477,0.00001278899,0.00009234817,0.00008944215,0.00009021942],"domain_scores_gemma":[0.9992618,0.00006047375,0.000120908,0.00003441231,0.0004412987,0.00008102885],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009818269,0.00001583125,0.9427328,0.000207014,0.0001741918,0.0004335286,0.009758279,0.0008647425,0.009903243,0.000376712,0.0009896746,0.03444594],"study_design_scores_gemma":[7.010142e-7,0.000005139729,0.9947672,0.00002168189,0.00001204949,0.00004154921,0.001602551,0.00008722765,0.0002004697,0.00001105436,0.003244947,0.000005358226],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9860948,0.002215916,0.0007805983,0.0000999525,0.00001146001,0.00005576278,0.005713496,0.00002550971,0.005002521],"genre_scores_gemma":[0.9879735,0.001618628,0.001629956,0.00005379017,0.000007204296,0.00005339341,0.003008166,0.00002110714,0.005634257],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02299875,"threshold_uncertainty_score":0.07514989,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02638820896420311,"score_gpt":0.3209755020516659,"score_spread":0.2945872930874628,"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."}}