{"id":"W4388599479","doi":"10.31219/osf.io/d52x7","title":"Brief Overview: A Draft Framework for Risk-Based Prioritization & Evaluation of Additives & Polymer-associated Chemistries","year":2023,"lang":"en","type":"preprint","venue":"","topic":"Environmental and Social Impact Assessments","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Prioritization; Risk assessment; Risk analysis (engineering); Stakeholder; Computer science; Set (abstract data type); Hazard; Suite; Management science; Business; Engineering; Chemistry; Computer security","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02048653,0.003450381,0.001759568,0.009983744,0.002116327,0.009483187,0.006962061,0.00438553,0.02518329],"category_scores_gemma":[0.02359398,0.002137543,0.004913324,0.008027141,0.002442391,0.007583361,0.00590096,0.004979656,0.01394855],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007042172,"about_ca_system_score_gemma":0.02121887,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0503021,"about_ca_topic_score_gemma":0.04749553,"domain_scores_codex":[0.9902259,0.003025252,0.001482338,0.001233996,0.003430088,0.0006025215],"domain_scores_gemma":[0.9884353,0.004297262,0.0009883404,0.001191967,0.004579308,0.0005078853],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00005810304,0.0002232593,0.00256466,0.002008576,0.0001519502,0.0004786692,0.000654329,0.07343849,0.00126048,0.6261915,0.1266318,0.1663381],"study_design_scores_gemma":[0.00004164346,0.0001198858,0.001456305,0.002066453,0.0001004061,0.0004548444,0.0004354594,0.08697628,0.001321852,0.3415581,0.5653254,0.0001434321],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.001034186,0.00292734,0.9409769,0.008025656,0.0004088438,0.002349326,0.01344141,0.00247679,0.02835959],"genre_scores_gemma":[0.01108925,0.003476398,0.9631546,0.001401938,0.0002875821,0.001953568,0.01148027,0.0003669771,0.006789388],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.0503021,"threshold_uncertainty_score":0.1083444,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08106339396473762,"score_gpt":0.367583825089529,"score_spread":0.2865204311247914,"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."}}