{"id":"W4211211753","doi":"10.32920/ryerson.14655747","title":"Pure-culture and mixed community biofilm responses to carbon-starvation and UV-C exposure","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Microplastics and Plastic Pollution","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Biofilm; Starvation; Yield (engineering); Carbon fibers; Chemistry; Microbiology; Bacteria; Carbon dioxide; Biology; Food science; Ecology; Materials science; Endocrinology","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":[0.0002858445,0.0004708805,0.0004597823,0.0002171006,0.0002598,0.0004100752,0.0001816204,0.0004512926,0.0007638337],"category_scores_gemma":[0.0003553353,0.0001507818,0.000301071,0.0001903874,0.0001704846,0.0002429295,0.0005395583,0.0004939062,0.0001424438],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002085804,"about_ca_system_score_gemma":0.0002722724,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001421408,"about_ca_topic_score_gemma":0.001787815,"domain_scores_codex":[0.9996077,0.00004769168,0.00003037973,0.00009638302,0.0001571845,0.0000606262],"domain_scores_gemma":[0.999694,0.00005475509,0.00005636072,0.00002717852,0.0001042151,0.00006355719],"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":[0.0001186782,0.00001774977,0.0008803833,0.00003805498,0.00000892587,0.00001958396,0.00002134208,0.00004904975,0.9980162,0.000007161162,0.00001360589,0.0008091655],"study_design_scores_gemma":[0.00001256402,0.0008298663,0.05397221,0.00001531293,0.00004923986,0.0001723004,0.0001805152,0.001377645,0.9426798,0.00006788902,0.0006213372,0.0000212844],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9968525,0.0007663615,0.001196595,0.00002536932,0.00002215822,0.00004073744,0.0005515785,0.00001974028,0.0005251573],"genre_scores_gemma":[0.9948524,0.0004017157,0.00283015,0.00005999718,0.00001386129,0.00008323081,0.0004921375,0.00001574682,0.001250754],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001421408,"threshold_uncertainty_score":0.002826214,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01729169128722207,"score_gpt":0.2240219695739502,"score_spread":0.2067302782867281,"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."}}