{"id":"W2051147268","doi":"10.13034/cysj-2013-002","title":"The Road to Novel Antibiotics<sup>1</sup>","year":2013,"lang":"en","type":"article","venue":"Journal of Student Science and Technology","topic":"Pharmaceutical and Antibiotic Environmental Impacts","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Antibiotics; Kanamycin; Pseudomonas aeruginosa; Antimicrobial; Microbiology; Biology; Bacteria; Aminoglycoside; Antibiotic resistance; Gene; Genetics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001599563,0.0007274998,0.001168935,0.0004487568,0.000393819,0.002125386,0.0007253143,0.001936318,0.005228105],"category_scores_gemma":[0.001720907,0.0005300837,0.0008735496,0.0004011338,0.001171019,0.003199928,0.000876572,0.004153529,0.004424402],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007988841,"about_ca_system_score_gemma":0.0008858158,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001723476,"about_ca_topic_score_gemma":0.0004900839,"domain_scores_codex":[0.9990784,0.000320342,0.0000652341,0.00009937634,0.000313391,0.0001232023],"domain_scores_gemma":[0.9974591,0.001073681,0.0003484708,0.0002164337,0.0005903809,0.0003119112],"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":[0.00228695,0.000595131,0.004270312,0.004500258,0.0002132915,0.0012202,0.0006164789,0.001824036,0.5546353,0.02813252,0.03689026,0.3648152],"study_design_scores_gemma":[0.0001573418,0.003049453,0.007355744,0.0008408118,0.0002107467,0.002687615,0.001104657,0.003354421,0.1807522,0.04011672,0.7602651,0.0001051051],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.1740168,0.5387392,0.0821761,0.1515226,0.00841967,0.0004627344,0.001932473,0.002612838,0.04011761],"genre_scores_gemma":[0.3359891,0.3161793,0.2111827,0.07670875,0.006982415,0.0007371927,0.002915495,0.00108276,0.04822239],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.005228105,"threshold_uncertainty_score":0.01748973,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01618382100184775,"score_gpt":0.2949403135039012,"score_spread":0.2787564925020534,"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."}}