{"id":"W4385709028","doi":"10.1016/j.colsurfb.2023.113514","title":"Microalgae cell adhesions on hydrophobic membrane substrates using quartz crystal microbalance with dissipation","year":2023,"lang":"en","type":"article","venue":"Colloids and Surfaces B Biointerfaces","topic":"Diatoms and Algae Research","field":"Materials Science","cited_by":17,"is_retracted":false,"has_abstract":false,"ca_institutions":"Lakehead University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Quartz crystal microbalance; Zeta potential; Biofilm; Adhesion; Membrane; Chemical engineering; Crystal violet; Biophysics; Materials science; Cell adhesion; Chemistry; Nanotechnology; Composite material; Organic chemistry; Biology; Nanoparticle; Bacteria; Biochemistry; Adsorption; Microbiology","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":[0.0003809072,0.0002581658,0.0002951428,0.0001473153,0.0003890008,0.000416087,0.0002382216,0.00008080332,0.0001530629],"category_scores_gemma":[0.00001250976,0.0001869845,0.00004715973,0.0005047529,0.0002554472,0.0002461189,0.00009974622,0.0001225616,0.0001928424],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003676034,"about_ca_system_score_gemma":0.00008570893,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003108149,"about_ca_topic_score_gemma":0.0001339245,"domain_scores_codex":[0.9982533,0.00009109121,0.0002609873,0.0005400977,0.0003179846,0.0005364921],"domain_scores_gemma":[0.9992695,0.0001392291,0.0001056538,0.0002515761,0.00007257918,0.000161392],"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":[0.0001372961,0.00007276081,0.00711154,0.0001093024,0.000008037288,0.00001711529,0.000266995,0.001182915,0.9907348,0.00002447306,0.0002597397,0.00007503961],"study_design_scores_gemma":[0.0005815815,0.0004722624,0.006046607,0.0001676911,0.00001595445,0.000009167052,0.0008954476,0.006391208,0.9846678,0.00003312019,0.0004053847,0.0003137835],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9978094,0.0006636427,0.00001780207,0.0001594981,0.0001664934,0.0002966961,0.0001222345,0.0001488917,0.0006154033],"genre_scores_gemma":[0.997729,0.0002398822,0.0005322147,0.00002096383,0.00002920445,0.00001189431,0.00001860533,0.00003148904,0.001386771],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006066994,"threshold_uncertainty_score":0.7625008,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02027312706567469,"score_gpt":0.2630973578348676,"score_spread":0.2428242307691929,"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."}}