{"id":"W6889689055","doi":"10.25949/23974500","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000565767,0.0005271791,0.0004950169,0.0004716712,0.0004097971,0.001063704,0.000887399,0.0009442366,0.0006531037],"category_scores_gemma":[0.0005393554,0.0004269995,0.0006154695,0.0003516764,0.0006384961,0.001689271,0.0008107693,0.0008429804,0.0002103743],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000918705,"about_ca_system_score_gemma":0.000480824,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001012239,"about_ca_topic_score_gemma":0.001063977,"domain_scores_codex":[0.9996338,0.00003618783,0.00002611378,0.00009879065,0.0001510336,0.00005419428],"domain_scores_gemma":[0.999805,0.00008659541,0.00004003327,0.00001608568,0.00003293546,0.00001935031],"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":[0.00006567455,0.00009520999,0.001672996,0.001011873,0.0000378552,0.0001592133,0.0002382611,0.01192516,0.9323145,0.008940185,0.001203514,0.04233539],"study_design_scores_gemma":[0.00007961019,0.0005027797,0.008839114,0.00031975,0.0001110977,0.0004190054,0.0003816986,0.2981146,0.6331536,0.009248566,0.04859851,0.0002317376],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4367543,0.05310566,0.4910171,0.002626295,0.001062573,0.0004371396,0.001156207,0.001562996,0.01227774],"genre_scores_gemma":[0.6925007,0.02658747,0.2759804,0.0007071051,0.000298087,0.0006588107,0.000630599,0.00008757402,0.002549303],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.001063704,"threshold_uncertainty_score":0.006665647,"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."}}