{"id":"W4386571362","doi":"10.1007/s40506-023-00267-6","title":"Antibacterial Alternatives to a Dying Antibiotic Pipeline","year":2023,"lang":"en","type":"article","venue":"Current treatment options in infectious diseases/Current treatment options in infectious disease","topic":"Antimicrobial agents and applications","field":"Chemistry","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Antimicrobial; Antibiotics; Medicine; Antibiotic resistance; Pathogenic bacteria; Bacteria; Anti-Infective Agents; Intensive care medicine; Microbiology; Biotechnology; 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001461966,0.001255314,0.0009651544,0.002117302,0.0009064382,0.0003896016,0.0004154989,0.0001682647,0.0007519622],"category_scores_gemma":[0.0001644489,0.001206633,0.0007262241,0.003064875,0.0002459914,0.0005317558,0.0002562949,0.0003758397,0.001406133],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003935594,"about_ca_system_score_gemma":0.0005458968,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003767063,"about_ca_topic_score_gemma":0.0005063018,"domain_scores_codex":[0.9946412,0.0002139081,0.001335519,0.001889954,0.0004950073,0.001424382],"domain_scores_gemma":[0.9968013,0.0002733543,0.0003455369,0.001332699,0.0001906827,0.00105648],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003795658,0.05822225,0.7357966,0.0005288271,0.0005197198,0.0002153929,0.001105772,0.0433657,0.001635856,0.004923548,0.00117792,0.1521288],"study_design_scores_gemma":[0.05903336,0.003029663,0.7427145,0.006465229,0.005763973,0.0001201165,0.001074538,0.03280242,0.001474733,0.007656214,0.1301313,0.009733887],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9859932,0.002174372,0.0005956248,0.0002727488,0.002521664,0.002509577,0.00330492,0.001569519,0.001058344],"genre_scores_gemma":[0.9719907,0.0181102,0.00004712855,0.00002439489,0.0007775496,0.00370193,0.004703325,0.0001497141,0.0004950602],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1423949,"threshold_uncertainty_score":0.9998881,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03309056311980733,"score_gpt":0.3313434176848505,"score_spread":0.2982528545650432,"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."}}