{"id":"W1551315791","doi":"10.1002/9781118156247.ch2","title":"Path to Resistance","year":2011,"lang":"en","type":"other","venue":"","topic":"Pharmaceutical and Antibiotic Environmental Impacts","field":"Environmental Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Extrachromosomal DNA; Resistance (ecology); Metagenomics; Gene; Biology; Path (computing); Genetics; Computational biology; Computer science; Genome; Programming language; Ecology","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":[0.0007236376,0.0006200759,0.000475207,0.0005918556,0.0008862144,0.004360413,0.0008576926,0.002176125,0.143555],"category_scores_gemma":[0.001843,0.0002603194,0.000520088,0.0006133541,0.001232592,0.003986878,0.002487876,0.004315163,0.05975634],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001622744,"about_ca_system_score_gemma":0.001743277,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001137727,"about_ca_topic_score_gemma":0.001659246,"domain_scores_codex":[0.9991134,0.0001625442,0.00004223417,0.0001825117,0.0003571185,0.0001422184],"domain_scores_gemma":[0.9994392,0.000111325,0.00005421133,0.0001024419,0.0001808042,0.0001119872],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005035793,0.00007342522,0.0005846646,0.0005306856,0.00001535977,0.0002063954,0.0006099103,0.0001448465,0.005456057,0.2667482,0.4087346,0.3168455],"study_design_scores_gemma":[0.000002495408,0.0000123529,0.0001654833,0.0001322739,0.000002271733,0.0001044573,0.0001251312,0.00001898071,0.0003605428,0.01149935,0.9875724,0.000004183533],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002546484,0.0513247,0.007094529,0.09104245,0.009869238,0.0001384749,0.001904275,0.0004650127,0.8356148],"genre_scores_gemma":[0.03680805,0.08793862,0.01093753,0.03643224,0.003082107,0.0001990555,0.002205677,0.0004220111,0.8219748],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.143555,"threshold_uncertainty_score":0.4802393,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0243847732489166,"score_gpt":0.2616152632348978,"score_spread":0.2372304899859812,"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."}}