{"id":"W3091309905","doi":"10.5194/biofilms9-52","title":"Reconstruction of an industry related biofilm into a proxy model community &amp;#8211; Challenges around Field and lab based microbial growth analysis","year":2020,"lang":"en","type":"article","venue":"","topic":"Corrosion Behavior and Inhibition","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Biofilm; Corrosion; Bacterial growth; Proxy (statistics); Biology; Microorganism; Chemistry; Microbiology; Bacteria; Biochemistry; Food science; Mathematics; Genetics; Organic chemistry","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":[0.001031212,0.0006962154,0.0006586686,0.001365342,0.0005931793,0.003521286,0.001905737,0.001826221,0.004720143],"category_scores_gemma":[0.003069634,0.0007392946,0.001199543,0.001426348,0.0009179211,0.002738749,0.002253967,0.001707896,0.002355295],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001325245,"about_ca_system_score_gemma":0.002200142,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01390936,"about_ca_topic_score_gemma":0.01370469,"domain_scores_codex":[0.9994406,0.0001330952,0.00003682779,0.0001766254,0.0001479502,0.00006482183],"domain_scores_gemma":[0.9990901,0.000212921,0.0001049476,0.0001910376,0.0002661637,0.0001348264],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0002322403,0.0003283126,0.04375677,0.001006385,0.0002641634,0.0007177771,0.001428771,0.6808811,0.07778668,0.04964468,0.01248886,0.1314643],"study_design_scores_gemma":[0.00001898518,0.00008628353,0.009088336,0.0001572386,0.00003385163,0.0001409227,0.0006677937,0.9409636,0.003399342,0.02127316,0.02409509,0.00007546],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.189779,0.0009785071,0.7797264,0.003221412,0.0002730067,0.0002101328,0.004979231,0.004912696,0.01591951],"genre_scores_gemma":[0.5286511,0.001417979,0.4582143,0.000467127,0.0000716573,0.0003378649,0.004369606,0.001277153,0.005193212],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01390936,"threshold_uncertainty_score":0.02765679,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05267417272341163,"score_gpt":0.2744371705502276,"score_spread":0.221762997826816,"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."}}