{"id":"W1988906213","doi":"10.4267/2042/38956","title":"Utilisation de la classification de la végétation dans l’aménagement forestier au Québec","year":2010,"lang":"fr","type":"article","venue":"Revue Forestière Française","topic":"French Urban and Social Studies","field":"Social Sciences","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Geography","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001932455,0.0002614151,0.0002672198,0.000090992,0.001240755,0.0001565117,0.0003317255,0.0005923518,0.0002109458],"category_scores_gemma":[0.001614795,0.0002975077,0.0001870491,0.0004705698,0.002425884,0.0003452864,0.00005403596,0.0005984331,0.0001243432],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001589922,"about_ca_system_score_gemma":0.001231464,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.4595417,"about_ca_topic_score_gemma":0.5889103,"domain_scores_codex":[0.9975296,0.0007294196,0.0003792045,0.0003730764,0.0003537828,0.0006348842],"domain_scores_gemma":[0.998065,0.001011316,0.0002422205,0.000273251,0.0001354804,0.0002727529],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.00001874391,0.0002524892,0.2440645,0.0001671566,0.000056916,0.00001701734,0.1574495,0.0002578485,0.0003801959,0.5383781,0.0116601,0.04729731],"study_design_scores_gemma":[0.0003148944,0.0000413033,0.4997623,0.00008600783,0.0001236908,0.000005376406,0.003390759,0.005546705,0.00002795394,0.01368302,0.4767755,0.0002424558],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7323654,0.004335565,0.008015462,0.008331177,0.002899371,0.0006614391,0.0000357805,0.0001740586,0.2431817],"genre_scores_gemma":[0.9766424,0.0005809267,0.001994853,0.0001029339,0.002275214,0.0001066346,0.00002548932,0.00003976893,0.01823182],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5246951,"threshold_uncertainty_score":0.9999477,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02108300235541942,"score_gpt":0.2746271070087027,"score_spread":0.2535441046532833,"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."}}