{"id":"W4414702824","doi":"10.3390/bacteria4040050","title":"Beyond Genes: Non-Canonical Mechanisms Driving Antimicrobial Resistance in Bacteria","year":2025,"lang":"en","type":"article","venue":"Bacteria","topic":"Antibiotic Resistance in Bacteria","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Context (archaeology); Antibiotic resistance; Efflux; Variety (cybernetics); Resistance (ecology); Drug resistance; Gene; Genome","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":[0.0007547871,0.0007193687,0.001353726,0.0007543335,0.000540523,0.002987251,0.0006878492,0.001846999,0.001633444],"category_scores_gemma":[0.0009574873,0.0002503805,0.0004643172,0.001099668,0.002775043,0.003895326,0.001035789,0.001864544,0.001257811],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009321403,"about_ca_system_score_gemma":0.001208875,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004290471,"about_ca_topic_score_gemma":0.0005718616,"domain_scores_codex":[0.9993892,0.000174619,0.00006353945,0.0001587492,0.0001558959,0.00005801665],"domain_scores_gemma":[0.9994629,0.0002771386,0.00008332495,0.0000384954,0.00009423853,0.0000439069],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0002612551,0.00007399581,0.002719627,0.02303689,0.0001576614,0.003185663,0.002876278,0.001629242,0.2039893,0.2685665,0.01702405,0.4764794],"study_design_scores_gemma":[0.000009663227,0.0002436399,0.003434176,0.002662386,0.0001037598,0.004427932,0.001207556,0.0005547733,0.02183871,0.1085574,0.8568861,0.00007383944],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.009716865,0.9499781,0.01908054,0.009673689,0.001798371,0.00002544039,0.0001497484,0.0001756204,0.009401509],"genre_scores_gemma":[0.07098908,0.9006352,0.01421965,0.005381873,0.001716363,0.00005849192,0.0002373674,0.00007220777,0.006689789],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002987251,"threshold_uncertainty_score":0.00676322,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004886727350137777,"score_gpt":0.2381803900133259,"score_spread":0.2332936626631881,"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."}}