{"id":"W4210798502","doi":"10.3390/microorganisms10020303","title":"Development of Antibiofilm Therapeutics Strategies to Overcome Antimicrobial Drug Resistance","year":2022,"lang":"en","type":"review","venue":"Microorganisms","topic":"Bacterial biofilms and quorum sensing","field":"Biochemistry, Genetics and Molecular Biology","cited_by":115,"is_retracted":false,"has_abstract":true,"ca_institutions":"Laurentian University","funders":"","keywords":"Antimicrobial drug; Antimicrobial; Drug; Drug resistance; Antibiotic resistance; Medicine; Pharmacology; Microbiology; Antibiotics; Biology","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0004542399,0.0006925559,0.0007501377,0.0008881569,0.0002323004,0.0009357893,0.0005937059,0.0008291321,0.001519127],"category_scores_gemma":[0.0003346392,0.000303969,0.0005103083,0.0003561397,0.0003649975,0.001017913,0.0005571067,0.001335159,0.0008374339],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005060778,"about_ca_system_score_gemma":0.0005654608,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002920047,"about_ca_topic_score_gemma":0.000608791,"domain_scores_codex":[0.999783,0.00004343121,0.00001571103,0.00004726145,0.0000742634,0.00003630725],"domain_scores_gemma":[0.9998974,0.00002033575,0.0000248488,0.000007322422,0.00003136065,0.00001885795],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001419616,0.0004270638,0.0005614148,0.004569999,0.0001166685,0.0004774356,0.0001573198,0.001828989,0.6373827,0.01559871,0.00569274,0.3330451],"study_design_scores_gemma":[0.0001927184,0.004287466,0.00293347,0.001026088,0.0003606919,0.002404155,0.0001972393,0.007163422,0.3467922,0.005979871,0.6285767,0.0000860535],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.07037126,0.8446898,0.05866504,0.004300758,0.001461747,0.0004953465,0.0005549871,0.0004980545,0.018963],"genre_scores_gemma":[0.2431416,0.6937194,0.04985133,0.002348633,0.0005901551,0.000578755,0.0005678013,0.00006843385,0.009133917],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.001519127,"threshold_uncertainty_score":0.005081952,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03006601711492611,"score_gpt":0.2878440176051235,"score_spread":0.2577780004901974,"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."}}