{"id":"W4293701391","doi":"10.1556/1848.2022.00486","title":"Towards better control of chemical risks associated with mining operations in Quebec (Canada) Part 1: Repertory of chemicals used in mining","year":2022,"lang":"en","type":"article","venue":"International Review of Applied Sciences and Engineering","topic":"Occupational Health and Safety Research","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Trois-Rivières","funders":"Natural Sciences and Engineering Research Council of Canada; Université du Québec à Trois-Rivières","keywords":"Environmental health; Business; Principal (computer security); Mining industry; Occupational safety and health; Environmental planning; Forensic engineering; Engineering; Geography; Medicine; Political science; Computer science; Mining engineering; Law","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001444116,0.00006217685,0.000285077,0.0001085426,0.0000542953,0.0000018329,0.0001713621,0.00002665364,0.0001002648],"category_scores_gemma":[0.0004568883,0.00005316766,0.00001799486,0.0003255379,0.00005669805,0.00004560185,0.00006412265,0.0002054263,6.424435e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001937512,"about_ca_system_score_gemma":0.0008223223,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.02232291,"about_ca_topic_score_gemma":0.01889859,"domain_scores_codex":[0.9984429,0.00004780666,0.0006124721,0.0001393584,0.000583868,0.0001735408],"domain_scores_gemma":[0.9990262,0.0006367937,0.0001430707,0.0000583702,0.00009189137,0.00004366169],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006214035,0.000456066,0.8187867,0.01190421,0.0001864911,0.0000147776,0.005043945,0.07520247,0.04329211,0.01429274,0.001016168,0.02918291],"study_design_scores_gemma":[0.007091309,0.0003135713,0.6897212,0.03024372,0.00004937689,0.000003564064,0.005361673,0.2569089,0.003335433,0.00009385736,0.006119616,0.0007577117],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9966009,0.0007862484,0.00005417069,0.001043404,0.00007136542,0.0003439515,0.00004274171,0.000003033454,0.001054228],"genre_scores_gemma":[0.9988558,0.0001705559,0.0004897945,0.0002562673,0.00001828008,0.0001765492,0.00001888565,0.000004086003,0.00000974754],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1817065,"threshold_uncertainty_score":0.9990039,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05634195517671473,"score_gpt":0.3869926198486115,"score_spread":0.3306506646718967,"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."}}