{"id":"W2607036210","doi":"","title":"Biofilm formation and antibiotic resistance on alginate beads of Staphylococcus aureus and other health care associated bacterial species","year":2016,"lang":"en","type":"dissertation","venue":"ERA","topic":"Bacterial biofilms and quorum sensing","field":"Biochemistry, Genetics and Molecular Biology","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Biofilm; Microbiology; Staphylococcus aureus; Antibiotic resistance; Antibiotics; Staphylococcus; Bacteria; Biology; Medicine","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":[],"consensus_categories":[],"category_scores_codex":[0.00009845085,0.0002094072,0.0002830852,0.00006332236,0.0001027606,0.00003837816,0.00005461028,0.0003034884,0.00001035404],"category_scores_gemma":[0.00003810378,0.0001755873,0.00004843512,0.000038486,0.00005173792,0.000005922618,0.00001934688,0.00008077224,0.00000109085],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003953344,"about_ca_system_score_gemma":0.00007781381,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004551927,"about_ca_topic_score_gemma":0.0006174374,"domain_scores_codex":[0.9990854,0.00006896576,0.0002601153,0.0002856278,0.00009950995,0.0002004216],"domain_scores_gemma":[0.9993088,0.000009778305,0.0003589163,0.0001736208,0.00009556798,0.00005337596],"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":[0.000377315,0.00001498604,0.0001386926,0.0002124979,0.00004275193,5.810419e-7,0.0003763716,2.753088e-8,0.9947653,0.00008367876,0.000968437,0.003019407],"study_design_scores_gemma":[0.0008802811,0.0005502466,0.02854175,0.0007188172,0.00002739021,6.69458e-7,0.0004281669,4.133099e-7,0.9418584,0.000006698639,0.02666881,0.000318368],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9947629,0.001685468,0.000002133541,0.0001174503,0.0004467834,0.0002265945,0.000624805,0.000008983756,0.002124856],"genre_scores_gemma":[0.995348,0.0004538817,0.0001072689,0.0001050867,0.0002344122,0.000001493481,0.00207064,0.00003240768,0.001646754],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05290686,"threshold_uncertainty_score":0.7160244,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007194659053523173,"score_gpt":0.2414070631692567,"score_spread":0.2342124041157335,"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."}}