{"id":"W3129107685","doi":"10.1002/ps.6312","title":"Challenges of using protein antibiotics for pathogen control","year":2021,"lang":"en","type":"review","venue":"Pest Management Science","topic":"Plant Pathogenic Bacteria Studies","field":"Agricultural and Biological Sciences","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute of Infection and Immunity","funders":"Biotechnology and Biological Sciences Research Council; Wellcome Trust","keywords":"Bacteriocin; Antibiotic resistance; Antimicrobial; Biotechnology; Biology; Pathogen; Antibiotics; Harm; Human pathogen; Disease control; Bacterial protein; Microbiology; Bacteria; Political science; Genetics","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001008696,0.0002843943,0.001033096,0.00005206652,0.000258569,0.00007191471,0.0008427368,0.00008775235,0.00001316464],"category_scores_gemma":[0.0001011312,0.0001118411,0.0002889321,0.0006701919,0.0002507502,0.0001115048,0.0003852646,0.00007081284,0.000005104952],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005559806,"about_ca_system_score_gemma":0.00003639674,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004862261,"about_ca_topic_score_gemma":0.0000190188,"domain_scores_codex":[0.9979233,0.0000821174,0.0004570387,0.0007141179,0.0003800114,0.0004434036],"domain_scores_gemma":[0.9990699,0.0001525782,0.000444603,0.0001536912,0.0001125806,0.00006661462],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000001889744,0.00006605728,0.000003914677,0.004566671,0.0000716728,0.00001127777,0.000008349135,4.79377e-7,0.007361453,0.003991933,0.0000127746,0.9839035],"study_design_scores_gemma":[0.0001088078,0.00009040154,0.0002536453,0.007866549,0.0005785696,0.00001544695,0.0001139166,0.00003429721,0.00005743111,0.00004916757,0.9904062,0.0004255787],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0004819114,0.9959219,0.00002820882,0.00008218976,0.0001992161,0.001952748,0.0004932763,0.00002786944,0.0008126857],"genre_scores_gemma":[0.001085688,0.9969559,0.001655348,0.00001063483,0.0001169636,0.0000309483,0.0000436668,0.00000198141,0.00009889629],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9903934,"threshold_uncertainty_score":0.456075,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1243028478253456,"score_gpt":0.3137552857388942,"score_spread":0.1894524379135486,"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."}}