{"id":"W2887573389","doi":"10.1504/ijram.2018.093763","title":"An approach to identify, prioritise and provide regulatory follow-up actions for new or emerging risks of chemicals for workers, consumers and the environment","year":2018,"lang":"en","type":"article","venue":"International Journal of Risk Assessment and Management","topic":"Chemical Safety and Risk Management","field":"Chemical Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Health Canada; Swansea University","keywords":"Risk analysis (engineering); Business; Environmental planning; Environmental economics; Environmental science; Economics","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.03094108,0.003698224,0.001961023,0.01669274,0.004374286,0.00888749,0.004954352,0.0048762,0.006440146],"category_scores_gemma":[0.02650123,0.001695552,0.003115309,0.004056682,0.003574901,0.006866727,0.008229253,0.004143964,0.00328507],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006031587,"about_ca_system_score_gemma":0.03568664,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009742911,"about_ca_topic_score_gemma":0.02100874,"domain_scores_codex":[0.9744992,0.01146863,0.002141776,0.003133985,0.008074537,0.000681758],"domain_scores_gemma":[0.9758238,0.007338103,0.003530867,0.003598812,0.008668203,0.001040153],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0002406271,0.001780479,0.01099827,0.003956725,0.0007788244,0.001755959,0.007459895,0.02579162,0.02554863,0.1428369,0.01671178,0.7621404],"study_design_scores_gemma":[0.0004285988,0.002553063,0.0175113,0.006354916,0.001556213,0.003562477,0.01590176,0.1004385,0.03747508,0.3043651,0.5088711,0.0009819467],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.002859767,0.000636104,0.9748765,0.004353199,0.0001336479,0.002805576,0.0003876492,0.001102998,0.01284452],"genre_scores_gemma":[0.01520525,0.0004126932,0.9809892,0.0004058758,0.00002596562,0.0006349565,0.0001948319,0.00003443043,0.002096775],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03094108,"threshold_uncertainty_score":0.1636341,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03841824904848453,"score_gpt":0.3623460267192078,"score_spread":0.3239277776707233,"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."}}