{"id":"W4310430118","doi":"","title":"Cartographie du bruit au Québec : tendances actuelles et pistes d’améliorations","year":2022,"lang":"fr","type":"preprint","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Geographic Information Systems Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"","keywords":"Geology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":[0.001320434,0.0005618918,0.0005113839,0.006246898,0.002430767,0.003821958,0.0007189412,0.0007542382,0.01811734],"category_scores_gemma":[0.005517792,0.0003821527,0.0006711492,0.01234593,0.001319008,0.001222259,0.0006389746,0.001173508,0.00117313],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02946936,"about_ca_system_score_gemma":0.02326483,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9920478,"about_ca_topic_score_gemma":0.9932333,"domain_scores_codex":[0.998849,0.0001725362,0.00005770846,0.0001634569,0.0005270272,0.0002302413],"domain_scores_gemma":[0.9948201,0.001051079,0.0005050065,0.0002139352,0.003111958,0.0002980655],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006007644,0.0001253394,0.5491283,0.001123699,0.0008094915,0.001176403,0.01756287,0.05393708,0.004768796,0.03470695,0.07034038,0.2657199],"study_design_scores_gemma":[0.00001971091,0.00003277481,0.8659391,0.0003613523,0.00009031645,0.0001112046,0.006330337,0.01008233,0.0006841486,0.0008456742,0.1154309,0.00007222753],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7993541,0.0142919,0.01049538,0.01120644,0.0002707968,0.000148304,0.0308887,0.000895839,0.1324486],"genre_scores_gemma":[0.9405555,0.003821796,0.003411746,0.0002598297,0.00005107325,0.00004809763,0.003607066,0.0001455672,0.04809942],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02946936,"threshold_uncertainty_score":0.2138162,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01688815346524905,"score_gpt":0.2501790672770186,"score_spread":0.2332909138117695,"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."}}