{"id":"W2213022123","doi":"10.1111/1751-7915.12034","title":"Applied metagenomics","year":2013,"lang":"en","type":"article","venue":"Microbial Biotechnology","topic":"Microbial Community Ecology and Physiology","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Metagenomics; Bioremediation; Environmental science; Biology; Ecology; Contamination","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.005173262,0.001909161,0.001613213,0.004245526,0.00125876,0.005181352,0.002872187,0.002156327,0.05777214],"category_scores_gemma":[0.007957032,0.00161989,0.004224575,0.005459642,0.0006291425,0.003473992,0.004121333,0.003404879,0.02537708],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002080207,"about_ca_system_score_gemma":0.003112617,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002700692,"about_ca_topic_score_gemma":0.003532749,"domain_scores_codex":[0.9967647,0.0008094689,0.0003410607,0.0007259913,0.001120634,0.000238185],"domain_scores_gemma":[0.9970552,0.000987543,0.0002179817,0.000950442,0.0005961786,0.0001927195],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000758595,0.0002784887,0.007904006,0.005040051,0.001654858,0.0008136123,0.001454554,0.0107322,0.02960424,0.09288508,0.3921645,0.4567098],"study_design_scores_gemma":[0.00006240049,0.0000420864,0.001574351,0.0003676661,0.000145252,0.0002058402,0.0001689549,0.006718481,0.006093744,0.03045523,0.9540928,0.00007330695],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"review","genre_scores_codex":[0.006386161,0.007978492,0.5466144,0.006714667,0.003942424,0.001545187,0.2001748,0.1099014,0.1167426],"genre_scores_gemma":[0.03754756,0.007955752,0.6871677,0.003468062,0.0007523119,0.003109963,0.1957675,0.02516011,0.03907105],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.05777214,"threshold_uncertainty_score":0.1932671,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004953200749378722,"score_gpt":0.1713228051063197,"score_spread":0.166369604356941,"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."}}