{"id":"W3215465365","doi":"10.3389/fmicb.2021.621634","title":"Calculation and Interpretation of Substrate Assimilation Rates in Microbial Cells Based on Isotopic Composition Data Obtained by nanoSIMS","year":2021,"lang":"en","type":"article","venue":"Frontiers in Microbiology","topic":"Ion-surface interactions and analysis","field":"Engineering","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"Mount Allison University","funders":"","keywords":"Assimilation (phonology); Data assimilation; Biological system; Cell division; Isotope; Biology; Chemistry; Cell; Biochemistry; Physics","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":[],"consensus_categories":[],"category_scores_codex":[0.0001000902,0.0000947783,0.000197395,0.0001837119,0.00001745549,0.00001412546,0.00006797245,0.000108421,0.00001533575],"category_scores_gemma":[0.00000931631,0.000104721,0.00002302696,0.0002012992,0.00003017069,0.0001085912,0.00001543634,0.0001141387,0.000001258915],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008034139,"about_ca_system_score_gemma":0.00001445011,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002130273,"about_ca_topic_score_gemma":0.00009518338,"domain_scores_codex":[0.9992949,0.00009872235,0.0002796229,0.0001976095,0.00002077035,0.0001083849],"domain_scores_gemma":[0.9997036,0.00004501449,0.00005309137,0.0001537308,0.00003256344,0.00001201428],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00003274744,0.00003864361,0.009363507,0.0000291195,0.00001907018,0.000002164176,0.00006697208,0.07902155,0.9075824,0.000002562495,0.002721685,0.001119553],"study_design_scores_gemma":[0.0003844491,0.00001647096,0.002015291,0.00006743646,0.00001281168,0.00000168199,0.00005621115,0.6765265,0.3205526,0.0000148457,0.0002670022,0.00008469377],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9341572,0.0003304188,0.06458364,0.0001363159,0.0004779721,0.00009449682,0.0001618521,0.0000149847,0.00004311275],"genre_scores_gemma":[0.9941874,0.00008159893,0.003736631,0.00003585259,0.000009230949,0.000003273537,0.001919661,0.000008607155,0.00001773264],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5975049,"threshold_uncertainty_score":0.42704,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00555464000479947,"score_gpt":0.2194227890842575,"score_spread":0.213868149079458,"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."}}