{"id":"W4400494037","doi":"10.3390/microorganisms12071396","title":"Systematic Evaluation of Biotic and Abiotic Factors in Antifungal Microorganism Screening","year":2024,"lang":"en","type":"article","venue":"Microorganisms","topic":"Plant Pathogens and Fungal Diseases","field":"Biochemistry, Genetics and Molecular Biology","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"Fonds de recherche du Québec – Nature et technologies; Natural Sciences and Engineering Research Council of Canada","keywords":"Abiotic component; Antifungal; Biotic component; Microorganism; Biology; Ecology; Microbiology; Bacteria","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0004768271,0.000159554,0.000220713,0.0001220725,0.00003388627,0.00004878488,0.00009868366,0.0001174635,0.00002638325],"category_scores_gemma":[0.0001209395,0.0001381737,0.00006200328,0.0001595113,0.00005426915,0.000006749404,0.00006497168,0.00006493132,0.000006734494],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001855037,"about_ca_system_score_gemma":0.0000836815,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001541686,"about_ca_topic_score_gemma":0.00001885416,"domain_scores_codex":[0.9989066,0.000126316,0.0002964208,0.0003201471,0.000173238,0.0001772379],"domain_scores_gemma":[0.9996197,0.00003082697,0.00005306804,0.0001796711,0.00006145136,0.0000552787],"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":[0.000006665291,0.00002967103,0.006204379,0.001996459,0.0000593878,0.000007427033,0.0001475671,0.000008157424,0.9913367,0.00003000338,0.00005066291,0.0001229184],"study_design_scores_gemma":[0.0003365946,0.00009278541,0.04925051,0.001578276,0.0002502741,0.00005648693,0.0003211843,0.0006908237,0.9471143,0.00005399264,0.00003130961,0.000223479],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9868245,0.01202772,0.0003942201,0.00001506366,0.0001264381,0.0003466018,0.0002017799,0.00001539226,0.00004831701],"genre_scores_gemma":[0.999366,0.00009207683,0.0002491294,0.0000218432,0.00003413717,0.000004101157,0.0001471489,0.00002632661,0.00005917956],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04422242,"threshold_uncertainty_score":0.5634559,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01466200408427361,"score_gpt":0.2488049332353187,"score_spread":0.2341429291510451,"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."}}