{"id":"W2011307240","doi":"10.3354/ame031203","title":"Low fractions of active bacteria in natural aquatic communities?","year":2003,"lang":"en","type":"article","venue":"Aquatic Microbial Ecology","topic":"Microbial Community Ecology and Physiology","field":"Environmental Science","cited_by":101,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Montréal","funders":"","keywords":"Bacterioplankton; Ecology; Biology; Natural (archaeology); Nutrient; Phytoplankton","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0004059635,0.0001927463,0.0004426569,0.0001112516,0.0001958322,0.000006349237,0.0004187675,0.0002398689,0.01972673],"category_scores_gemma":[0.0002288022,0.0002041735,0.00008201641,0.0003040649,0.0006861234,0.0001592746,0.0001961638,0.0006256757,0.0008384981],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002297085,"about_ca_system_score_gemma":0.00006900433,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003416844,"about_ca_topic_score_gemma":0.1293452,"domain_scores_codex":[0.9974808,0.001380623,0.0004636766,0.0001911023,0.00005427979,0.0004295184],"domain_scores_gemma":[0.9983431,0.0009209083,0.000233744,0.0004429038,0.000008608269,0.00005079147],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0002895747,0.00197527,0.04610888,0.00004595717,0.0001228756,0.00001483628,0.009839106,0.0005918127,0.9332085,0.001432378,0.004594526,0.001776285],"study_design_scores_gemma":[0.009696758,0.002308976,0.7535666,0.0001555271,0.0002271313,0.0003756068,0.01162818,0.002606585,0.1692052,0.02724335,0.02071832,0.002267781],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.993952,0.00000851913,0.00004518278,0.000160155,0.0005444804,0.0003226491,0.00001006211,0.0000152256,0.004941715],"genre_scores_gemma":[0.9977285,0.0000148189,0.001069529,0.0007777147,0.00001142787,0.00002122266,0.00006994123,0.00001481969,0.0002920062],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7640033,"threshold_uncertainty_score":0.9999394,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009901751002075625,"score_gpt":0.2307408830751068,"score_spread":0.2208391320730312,"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."}}