{"id":"W2082673670","doi":"10.3389/fmicb.2011.00006","title":"Grand Challenges in Terrestrial Microbiology","year":2011,"lang":"en","type":"article","venue":"Frontiers in Microbiology","topic":"Microbial Community Ecology and Physiology","field":"Environmental Science","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Microbiology; Clinical microbiology; Biology","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":[0.00973142,0.001344416,0.00235695,0.00160916,0.002398543,0.006129604,0.002907651,0.01068755,0.03872475],"category_scores_gemma":[0.009460486,0.000467118,0.0013716,0.001284994,0.006585357,0.01139534,0.00595143,0.0136837,0.02024914],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002791927,"about_ca_system_score_gemma":0.006598302,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001852958,"about_ca_topic_score_gemma":0.002854493,"domain_scores_codex":[0.9969506,0.0009312867,0.0002002657,0.0005042263,0.0008650012,0.0005486457],"domain_scores_gemma":[0.9891388,0.003971142,0.000344819,0.001275519,0.002812706,0.002457035],"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":[0.0001827903,0.000200514,0.001003974,0.002847649,0.0001047543,0.0005943331,0.0006775594,0.0008450013,0.006264308,0.1706615,0.4844611,0.3321565],"study_design_scores_gemma":[0.00001494876,0.00006221426,0.000435876,0.0003961521,0.00001273994,0.0003690218,0.0006970157,0.0002087343,0.0003356472,0.07651292,0.9209269,0.00002781869],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"review","genre_scores_codex":[0.002544499,0.4027171,0.01165876,0.4912081,0.04278534,0.00005425885,0.0006416695,0.0005840949,0.04780615],"genre_scores_gemma":[0.06951091,0.5658643,0.04013665,0.1747105,0.08975332,0.0003865956,0.001496888,0.0004110712,0.05772983],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.03872475,"threshold_uncertainty_score":0.1295472,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03383416264444098,"score_gpt":0.2138808109211411,"score_spread":0.1800466482767001,"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."}}