{"id":"W2913380830","doi":"10.1007/s10295-018-02121-x","title":"A selective genome-guided method for environmental <i>Burkholderia</i> isolation","year":2019,"lang":"en","type":"article","venue":"Journal of Industrial Microbiology & Biotechnology","topic":"Plant Pathogenic Bacteria Studies","field":"Agricultural and Biological Sciences","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"Natural Sciences and Engineering Research Council of Canada; Coordenação de Aperfeiçoamento de Pessoal de Nível Superior","keywords":"Isolation (microbiology); Burkholderia; Biology; Computational biology; Microbiology; Bacteria; Genetics","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0006216682,0.0008884443,0.0006330214,0.0009088888,0.0005261327,0.0006182074,0.0007093722,0.000700818,0.001312498],"category_scores_gemma":[0.001164243,0.0004107688,0.0005984209,0.0006324472,0.0003938047,0.0005417208,0.001193893,0.001115416,0.002586457],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001404632,"about_ca_system_score_gemma":0.0006299261,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000654546,"about_ca_topic_score_gemma":0.001440511,"domain_scores_codex":[0.9988172,0.0002113191,0.0001375837,0.0003104626,0.0003737943,0.0001496017],"domain_scores_gemma":[0.9992545,0.0001742798,0.0001620226,0.0001791244,0.0001587744,0.00007123677],"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":[0.00001925041,0.00002665441,0.0003505426,0.0000680478,0.000006161049,0.00006842928,0.00003707614,0.00004313884,0.9901295,0.0001184187,0.0002670258,0.008865776],"study_design_scores_gemma":[0.000009617586,0.0001949572,0.003739928,0.00002842575,0.00004371422,0.000657423,0.00007022704,0.001119834,0.9816809,0.0001652658,0.0122534,0.00003623041],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.2151983,0.003260153,0.7642187,0.001004186,0.0004021476,0.001935161,0.003839533,0.003236739,0.006905074],"genre_scores_gemma":[0.2755042,0.003721074,0.7025574,0.0006820496,0.0001045294,0.001537138,0.00910091,0.0004912071,0.00630159],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.001312498,"threshold_uncertainty_score":0.004390717,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02369895589989312,"score_gpt":0.2232485402824357,"score_spread":0.1995495843825426,"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."}}