{"id":"W4410994460","doi":"10.70010/swbk9077","title":"Évaluation et caractérisation de l'exposition aux fumées de soudage et leurs composantes métalliques lors d'activités de soudage au Québec","year":2025,"lang":"fr","type":"report","venue":"","topic":"Fire dynamics and safety research","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Humanities; Physics; Art","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":[0.004958394,0.0008182111,0.0008812316,0.000632742,0.0004299786,0.0003978037,0.0004447127,0.001113529,0.0002352444],"category_scores_gemma":[0.0007668029,0.0009270691,0.0005209133,0.0004405013,0.0001751648,0.0005754423,0.0002051791,0.001834736,0.00003669407],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.01041621,"about_ca_system_score_gemma":0.01863418,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.4861485,"about_ca_topic_score_gemma":0.3783102,"domain_scores_codex":[0.9946685,0.001136075,0.001049535,0.0007631311,0.001091752,0.001291024],"domain_scores_gemma":[0.9968126,0.001447781,0.0003063831,0.0006177129,0.0004836294,0.0003318573],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0003396366,0.0008775572,0.1465726,0.007300876,0.00198598,0.0004522673,0.03367304,0.5083724,0.09644066,0.0290693,0.003082443,0.1718332],"study_design_scores_gemma":[0.000578167,0.0002525041,0.1946302,0.00147304,0.0003656206,0.0002279183,0.001447372,0.7872972,0.005291293,0.002478156,0.004865889,0.001092629],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6528813,0.001471956,0.2934456,0.006174417,0.0006590272,0.0009462168,0.0002544823,0.0004943205,0.04367271],"genre_scores_gemma":[0.9666014,0.008775902,0.01027189,0.0002849517,0.0004079974,0.0001831687,0.002439807,0.0001918169,0.01084309],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3137201,"threshold_uncertainty_score":0.999318,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1277584707386343,"score_gpt":0.3649467556318732,"score_spread":0.237188284893239,"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."}}