{"id":"W4411655990","doi":"10.54337/plate2025-10411","title":"Treat and Clean","year":2025,"lang":"en","type":"article","venue":"Proceedings of the 6th Product Lifetimes and the Environment Conference (PLATE2025)","topic":"Environmental Sustainability in Business","field":"Business, Management and Accounting","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Clean-up; Chemistry; Chromatography","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001267465,0.0005977152,0.000380964,0.001744061,0.00402445,0.006038185,0.001125082,0.001796446,0.1198974],"category_scores_gemma":[0.002411188,0.0003135196,0.0006000406,0.001410188,0.002385603,0.002005329,0.002975377,0.001649204,0.03680997],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005132967,"about_ca_system_score_gemma":0.0109023,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1336779,"about_ca_topic_score_gemma":0.3095153,"domain_scores_codex":[0.9970591,0.0001498245,0.00005426693,0.0002614215,0.002029072,0.0004462844],"domain_scores_gemma":[0.9980791,0.0001392265,0.0001307733,0.0003541917,0.0009363265,0.0003603291],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002797511,0.0002783072,0.01145503,0.0005324003,0.00004243737,0.001015746,0.002955734,0.0004192926,0.01394006,0.0420019,0.3709297,0.5561497],"study_design_scores_gemma":[0.000007641363,0.00006179982,0.006146247,0.00006725641,0.00001021144,0.0002460196,0.001504919,0.00008831183,0.002245833,0.001591411,0.9880135,0.00001685221],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.03743378,0.00384182,0.007773019,0.01055238,0.003187299,0.0006144457,0.001652045,0.001097317,0.9338479],"genre_scores_gemma":[0.09595067,0.003050504,0.008191863,0.005362905,0.0002858972,0.0001459063,0.001600811,0.0004521047,0.8849593],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1336779,"threshold_uncertainty_score":0.4010968,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005942866114565009,"score_gpt":0.183792704320728,"score_spread":0.177849838206163,"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."}}