{"id":"W4322484867","doi":"10.1016/b978-1-77467-022-4.50006-3","title":"TYPICAL METHODS OF QUALITY CONTROL OF PLASTICIZERS","year":2023,"lang":"en","type":"book-chapter","venue":"Elsevier eBooks","topic":"Polymer Science and PVC","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Canadian Nuclear Laboratories","funders":"","keywords":"Plasticizer; Quality (philosophy); Control (management); Business; Environmental science; Computer science; Process engineering; Materials science; Engineering; Composite material; Philosophy; Artificial intelligence; Epistemology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00158887,0.0002572397,0.0009361886,0.0001351548,0.00004612401,0.00001546471,0.0005831472,0.0002711381,0.0005496388],"category_scores_gemma":[0.00024332,0.0002133934,0.0002672106,0.00002552954,0.0006728533,0.00003957685,0.0001375203,0.0002022908,0.00023262],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002215833,"about_ca_system_score_gemma":0.0002242238,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004478755,"about_ca_topic_score_gemma":0.000009781788,"domain_scores_codex":[0.9977369,0.0001799817,0.0008583746,0.0004071692,0.000522287,0.0002952987],"domain_scores_gemma":[0.9976252,0.0009527634,0.00061098,0.000566396,0.0001219662,0.0001226667],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001388899,0.00001074936,0.000006994494,0.0001990108,0.00005215403,0.000005914774,0.0002598468,0.000002976771,0.166345,0.06025504,0.00004914459,0.7726742],"study_design_scores_gemma":[0.002092615,0.0006615432,0.0006072199,0.001603761,0.0006856411,0.00001474906,0.00007274489,0.0001185005,0.4651296,0.128769,0.3986158,0.001628928],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0004707376,0.0004322607,0.001323313,0.00005079164,0.001402022,0.0003059706,0.0003014408,0.00006606097,0.9956474],"genre_scores_gemma":[0.01316541,0.00002834333,0.003956888,0.0001890659,0.0001489671,0.00001577243,0.00000463206,0.00004986413,0.9824411],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7710453,"threshold_uncertainty_score":0.8701929,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05241952831558147,"score_gpt":0.3517357041403857,"score_spread":0.2993161758248042,"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."}}