{"id":"W4383268655","doi":"10.21769/bioprotoc.4713","title":"A Simple and Reproducible Stereomicroscopic Method to Assess Fungal Biofilms: Application to Antifungal Susceptibility Testing","year":2023,"lang":"en","type":"article","venue":"BIO-PROTOCOL","topic":"Antifungal resistance and susceptibility","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Regina","funders":"Natural Sciences and Engineering Research Council of Canada; University of Regina","keywords":"Biofilm; Candida albicans; Microbiology; Antifungal; Biology; Opportunistic pathogen; Corpus albicans; Pathogen; Antibiotics; Bacteria; Pseudomonas aeruginosa","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002083779,0.001272584,0.0005463127,0.002294731,0.001133481,0.0005192873,0.001019358,0.001298207,0.004901334],"category_scores_gemma":[0.001322024,0.0007872971,0.0006342161,0.0008950641,0.0009483371,0.0006734135,0.001193253,0.001680364,0.002235296],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004327039,"about_ca_system_score_gemma":0.001422466,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0018729,"about_ca_topic_score_gemma":0.00573911,"domain_scores_codex":[0.998099,0.0003381565,0.0002909212,0.0003350113,0.0007944303,0.0001424241],"domain_scores_gemma":[0.9981409,0.000412303,0.0002658695,0.0003201317,0.0007125187,0.000148318],"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":[0.000037212,0.0000794665,0.0004541026,0.0002239766,0.00001012466,0.0001064326,0.00008079424,0.00009034436,0.9871987,0.0003015916,0.0006535259,0.01076383],"study_design_scores_gemma":[0.00003764995,0.001093667,0.01346837,0.0001200463,0.00008438728,0.001692929,0.0002265089,0.002766307,0.9575127,0.0005843946,0.02229604,0.0001170894],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.1601057,0.007465656,0.8005629,0.001138687,0.001086382,0.005613743,0.003196165,0.003314466,0.01751628],"genre_scores_gemma":[0.1376096,0.005127067,0.8388835,0.0004276622,0.0001332588,0.004868117,0.001926255,0.0003581129,0.01066636],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.004901334,"threshold_uncertainty_score":0.01639652,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1022283028985827,"score_gpt":0.4336138552024485,"score_spread":0.3313855523038658,"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."}}