{"id":"W4388853505","doi":"10.2139/ssrn.4631113","title":"Antimicrobial and Chemical Properties of Polyphenol-Rich Plant Extracts: Comparative and Predictive Study","year":2023,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Essential Oils and Antimicrobial Activity","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University; Université Laval","funders":"","keywords":"Antimicrobial; Polyphenol; Chemistry; Traditional medicine; Biotechnology; Biochemical engineering; Biology; Medicine; Organic chemistry; Engineering; Antioxidant","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":[0.0002694886,0.0003937976,0.0004215181,0.0008533713,0.0001473327,0.0003599869,0.0001954465,0.000302404,0.00115576],"category_scores_gemma":[0.0004169398,0.0001114982,0.0006565733,0.0007847284,0.0002792527,0.0003957773,0.0002367752,0.000382133,0.0002695974],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001715652,"about_ca_system_score_gemma":0.000123228,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007399149,"about_ca_topic_score_gemma":0.0006428944,"domain_scores_codex":[0.9998788,0.00001883456,0.000006228333,0.00002996476,0.00004648227,0.00001968908],"domain_scores_gemma":[0.9997267,0.0001126299,0.00005378066,0.00002419103,0.00005577258,0.00002698133],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.001214255,0.0003810589,0.006450313,0.000188847,0.00007307691,0.00005859085,0.00004093028,0.001676313,0.9721272,0.00006200112,0.00005686526,0.01767055],"study_design_scores_gemma":[0.00003550663,0.004822367,0.07702199,0.00003056721,0.0004127175,0.0004235388,0.0001419062,0.007568365,0.9078463,0.0001140791,0.001543834,0.0000387211],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9953545,0.002310733,0.001279829,0.00001713344,0.000009246219,0.00001918624,0.0003674472,0.00001798383,0.0006238506],"genre_scores_gemma":[0.9966428,0.00143261,0.0008947575,0.00001636078,0.00001002058,0.00001014119,0.0003599359,0.00000665286,0.0006266835],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00115576,"threshold_uncertainty_score":0.003866434,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04060134213000397,"score_gpt":0.2435600112611104,"score_spread":0.2029586691311064,"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."}}