{"id":"W4386708561","doi":"10.2139/ssrn.4570708","title":"Quantifying the Risk of Vegetables Absorbing High-Molecular-Weight  Pollutants:A Microscale Perspective","year":2023,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"activated carbon and charcoal","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Microscale chemistry; Pollutant; Perspective (graphical); Environmental science; Chemistry; Computer science; Mathematics; Artificial intelligence","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":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.01278447,0.0005170541,0.0009138774,0.0006658391,0.0006512935,0.0005281981,0.002996495,0.0004550856,0.0001268417],"category_scores_gemma":[0.002389482,0.0003182474,0.000933247,0.001021435,0.000350968,0.0001951669,0.001044132,0.0095074,0.0001184845],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001563822,"about_ca_system_score_gemma":0.004753416,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001413511,"about_ca_topic_score_gemma":0.00234456,"domain_scores_codex":[0.9913846,0.00121555,0.001331368,0.0009545193,0.002448513,0.002665433],"domain_scores_gemma":[0.9947356,0.0009675476,0.002116113,0.001181374,0.0008457929,0.0001535842],"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":[0.000847403,0.0004709273,0.01774396,0.00005969794,0.007196949,0.0001840207,0.009989358,0.009418744,0.07585429,0.8348436,0.001638346,0.0417527],"study_design_scores_gemma":[0.0005838499,0.0001264823,0.003888989,0.0001494314,0.000260615,0.0002125395,0.0276192,0.0005573894,0.008131469,0.9578245,0.0002137204,0.0004318718],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9415159,0.01884185,0.0262046,0.007083337,0.003427004,0.0005148035,0.000221346,0.0001199689,0.002071145],"genre_scores_gemma":[0.9889433,0.008269687,0.0001241372,0.00007230165,0.0005306017,0.000009606385,0.000003077932,0.00008650771,0.001960772],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1229808,"threshold_uncertainty_score":0.999927,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.056757103030236,"score_gpt":0.3500247375397974,"score_spread":0.2932676345095614,"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."}}