{"id":"W2319810990","doi":"10.1021/la5016115","title":"Study of Bacterial Adhesion on Different Glycopolymer Surfaces by Quartz Crystal Microbalance with Dissipation","year":2014,"lang":"en","type":"article","venue":"Langmuir","topic":"biodegradable polymer synthesis and properties","field":"Materials Science","cited_by":54,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Quartz crystal microbalance; Adhesion; Glycopolymer; Dissipation; Materials science; Chemical engineering; Chemistry; Quartz; Nanotechnology; Composite material; Polymer; Adsorption; Physical chemistry; Polymerization; Thermodynamics; Physics","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":[0.0002899261,0.0004281833,0.0003069958,0.0002302842,0.0002469502,0.0002459403,0.0004862162,0.0005052554,0.0005308722],"category_scores_gemma":[0.0003490818,0.0001994848,0.0002271101,0.0002966105,0.0003105222,0.0002943582,0.000244935,0.0007532653,0.0001437751],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004019553,"about_ca_system_score_gemma":0.0001734843,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001460958,"about_ca_topic_score_gemma":0.001365653,"domain_scores_codex":[0.9995651,0.00005231283,0.0000178712,0.00009493068,0.0002082048,0.00006167262],"domain_scores_gemma":[0.9997473,0.0001098089,0.00006206357,0.00001541633,0.00004985179,0.00001553316],"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":[0.00001148915,0.000009715652,0.00007926331,0.00002269152,0.000002240327,0.00001276565,0.00001860817,0.00006361635,0.9992884,0.00002901944,0.000009383877,0.0004527632],"study_design_scores_gemma":[0.000005116488,0.0001079683,0.002519955,0.000002115723,0.000007113763,0.00002948418,0.00002614739,0.003444318,0.9935591,0.00002013965,0.0002693306,0.00000928725],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9901671,0.0006696298,0.008203686,0.0001059052,0.00002232698,0.00002364194,0.00009740175,0.00005448908,0.0006558187],"genre_scores_gemma":[0.9884,0.0006433094,0.009766495,0.00007663503,0.00001134484,0.00005767363,0.0001048465,0.00001744406,0.0009221755],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001460958,"threshold_uncertainty_score":0.002916455,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01302407958810923,"score_gpt":0.2151086623462137,"score_spread":0.2020845827581045,"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."}}