{"id":"W3205392014","doi":"10.3389/fchem.2021.753399","title":"A Perspective of the Comprehensive and Objective Assessment of Analytical Methods Including the Greenness and Functionality Criteria: Application to the Determination of Zinc in Aqueous Samples","year":2021,"lang":"en","type":"article","venue":"Frontiers in Chemistry","topic":"Electrochemical Analysis and Applications","field":"Chemistry","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"Narodowym Centrum Nauki; Narodowe Centrum Nauki","keywords":"Perspective (graphical); Aqueous solution; Zinc; Computer science; Biochemical engineering; Management science; Chemistry; Engineering; Physical chemistry; Artificial intelligence; Organic chemistry","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0168102,0.001660089,0.001584441,0.003455835,0.001449081,0.00443702,0.001813072,0.002556613,0.001804817],"category_scores_gemma":[0.01264912,0.0004442394,0.0007902898,0.002065542,0.005789242,0.002752482,0.002749981,0.002656926,0.0004459888],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001732754,"about_ca_system_score_gemma":0.002563808,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001862235,"about_ca_topic_score_gemma":0.002193167,"domain_scores_codex":[0.9854842,0.00889219,0.0004081228,0.001594517,0.003367293,0.0002536597],"domain_scores_gemma":[0.9885903,0.006323481,0.0008408074,0.0009084016,0.003010999,0.0003259444],"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":[0.0009030044,0.001059336,0.01265956,0.004367681,0.0004668277,0.001525547,0.01432717,0.0130566,0.2229083,0.2502214,0.004388384,0.4741162],"study_design_scores_gemma":[0.000175747,0.006876006,0.03237075,0.001974278,0.0006447879,0.005381387,0.02164878,0.07471419,0.2300912,0.4606034,0.1648279,0.0006915773],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.05567906,0.01963915,0.8843266,0.007704205,0.0005251273,0.0004681496,0.0001659295,0.0002473291,0.03124434],"genre_scores_gemma":[0.4133845,0.007902839,0.5714454,0.001296098,0.0003846964,0.0004921189,0.00009993402,0.00008902,0.004905474],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.0168102,"threshold_uncertainty_score":0.08890194,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0243279533820074,"score_gpt":0.3591879770771887,"score_spread":0.3348600236951814,"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."}}