{"id":"W2492839275","doi":"10.1007/8623_2015_82","title":"Cultivation of Environmental Bacterial Communities as Multispecies Biofilms","year":2015,"lang":"en","type":"book-chapter","venue":"Springer protocols handbooks/Springer protocols","topic":"Microbial Community Ecology and Physiology","field":"Environmental Science","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Biofilm; Environmental science; Biology; Bacteria","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001084676,0.001167553,0.001489921,0.0002431692,0.0004449774,0.0001162434,0.001941622,0.001264518,0.05292576],"category_scores_gemma":[0.0000583948,0.001176329,0.0004472167,0.00007203747,0.002152202,0.0004501857,0.002736957,0.001603793,0.003220625],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000685368,"about_ca_system_score_gemma":0.0001802108,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004202088,"about_ca_topic_score_gemma":0.0006774008,"domain_scores_codex":[0.9955627,0.0004298299,0.001506426,0.0008398984,0.0008128408,0.0008482654],"domain_scores_gemma":[0.9958357,0.0002028153,0.001485668,0.002087369,0.00007324164,0.0003152388],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.007128642,0.002624929,0.008654428,0.002099786,0.001081341,0.00008569384,0.01040101,0.000230851,0.892544,0.0216116,0.03171338,0.02182429],"study_design_scores_gemma":[0.002902783,0.001584552,0.001775755,0.001557123,0.00006521551,0.00002637178,0.00009321341,0.00001220174,0.03770274,0.006494447,0.9463809,0.001404722],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.006486972,0.00003729765,0.00003241412,0.0000457331,0.0002223894,0.6079558,0.0004114679,0.0002593619,0.3845486],"genre_scores_gemma":[0.01138431,0.00002994114,0.002381875,0.0002244036,0.0005410294,0.7983782,0.0005323,0.0003889608,0.186139],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.9146675,"threshold_uncertainty_score":0.9990687,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.058035601376252,"score_gpt":0.2925209787684415,"score_spread":0.2344853773921895,"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."}}