{"id":"W3001163389","doi":"10.1534/g3.119.400898","title":"Interactively AUDIT Your Growth Curves with a Suite of R Packages","year":2020,"lang":"en","type":"article","venue":"G3 Genes Genomes Genetics","topic":"Microbial Metabolic Engineering and Bioproduction","field":"Biochemistry, Genetics and Molecular Biology","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"USable; Suite; Audit; Computer science; Scale (ratio); Data science; Computer graphics (images); Engineering drawing; Industrial engineering; Engineering; Multimedia; Geography; Accounting; Cartography","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":[0.01243488,0.003705129,0.003040397,0.005360028,0.0009527298,0.004126705,0.003306461,0.001414214,0.1369167],"category_scores_gemma":[0.04902835,0.00190824,0.002976587,0.002994565,0.001001882,0.004091474,0.004219992,0.003724181,0.09758895],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008177377,"about_ca_system_score_gemma":0.002794835,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002097488,"about_ca_topic_score_gemma":0.002426912,"domain_scores_codex":[0.9944952,0.001520584,0.0007427842,0.001015179,0.00189618,0.0003301414],"domain_scores_gemma":[0.9676403,0.01872489,0.002650472,0.005428709,0.004657041,0.0008985956],"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":[0.001034067,0.0001441588,0.005338973,0.002395089,0.00041205,0.000396156,0.0005799409,0.002144889,0.006540517,0.002828932,0.8700323,0.108153],"study_design_scores_gemma":[0.0006940977,0.000315537,0.01401126,0.001002082,0.0004015276,0.0009622404,0.000368559,0.04391249,0.03690239,0.02585799,0.8748305,0.0007412784],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"software","genre_gemma":"software","genre_scores_codex":[0.002255151,0.0002939049,0.1262147,0.0008621868,0.0005002285,0.000388094,0.04617821,0.8179945,0.005313058],"genre_scores_gemma":[0.03674223,0.0009646272,0.3310681,0.002354487,0.0004374493,0.003832586,0.06676564,0.5408776,0.01695735],"genre_candidate":"software","genre_consensus":"software","teacher_disagreement_score":0.1369167,"threshold_uncertainty_score":0.458032,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01327345947062158,"score_gpt":0.2223835906773984,"score_spread":0.2091101312067768,"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."}}