{"id":"W6889657792","doi":"10.25949/23974500.v1","title":"Understanding biofilm development on diverse interfaces and controlled environments using novel microfluidic devices","year":2023,"lang":"en","type":"dissertation","venue":"Macquarie University","topic":"Bacterial biofilms and quorum sensing","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Biofilm; Interface (matter); Microorganism; Microfluidics; Multicellular organism; Matrix (chemical analysis)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001007179,0.0002761782,0.0002905268,0.000142962,0.0003716171,0.00004873362,0.000126437,0.0003439098,0.00002036609],"category_scores_gemma":[0.00001350671,0.0002958709,0.00007425154,0.00006737014,0.0000653616,0.000006549723,0.0001173256,0.0001191741,0.00001136643],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001623987,"about_ca_system_score_gemma":0.00008871322,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001240876,"about_ca_topic_score_gemma":0.000225261,"domain_scores_codex":[0.9989671,0.00004001457,0.0001615112,0.0004696464,0.0001252867,0.0002364559],"domain_scores_gemma":[0.999558,0.00001649471,0.0001824206,0.0001480026,0.00001704029,0.00007809528],"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":[0.001368563,0.00003794882,0.0002660264,0.00004079365,0.0002586671,0.00001224208,0.0002881337,0.000008715264,0.9972966,0.00004953496,0.0001955341,0.0001771964],"study_design_scores_gemma":[0.008223964,0.0003852385,0.005971635,0.0004733919,0.0004662122,0.000008192467,0.01980188,0.0001078973,0.8999768,0.000007155298,0.06322353,0.001354079],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9980559,0.0001821653,0.0003704837,0.00001304062,0.0005200056,0.000246188,0.00004861095,0.00001440122,0.0005492101],"genre_scores_gemma":[0.9930108,0.0003039532,0.0003396646,0.00004469127,0.00006720768,2.420665e-7,0.001065657,0.00003459919,0.005133198],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09731982,"threshold_uncertainty_score":0.9999493,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05112413298366161,"score_gpt":0.2390885298457447,"score_spread":0.1879643968620831,"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."}}