{"id":"W6893967086","doi":"10.5281/zenodo.7314371","title":"IProPBio Workshop Series - ProGreS 3rd WORKSHOP From biomass characterization to process synthesis","year":2022,"lang":"en","type":"book","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Microbial Metabolic Engineering and Bioproduction","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"Horizon 2020 Framework Programme","keywords":"Multidisciplinary approach; Process (computing); Beauty; Sustainable development; Sociology of scientific knowledge","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":[0.004558086,0.001714757,0.0009038498,0.001189728,0.001258147,0.004281041,0.003415511,0.002220679,0.07220463],"category_scores_gemma":[0.002151089,0.0006553124,0.001644667,0.0007782796,0.0008999518,0.002496999,0.00599436,0.005605553,0.04352484],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002413991,"about_ca_system_score_gemma":0.003937961,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001364095,"about_ca_topic_score_gemma":0.002404,"domain_scores_codex":[0.9979354,0.0003535346,0.0000691913,0.000391244,0.0008876696,0.0003628939],"domain_scores_gemma":[0.9979894,0.0002193271,0.0000954267,0.0002038093,0.0007133325,0.0007787123],"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":[0.000580884,0.0004733966,0.0002589051,0.00125345,0.00006964478,0.0005395502,0.0006703418,0.001861701,0.02327798,0.01287027,0.8030559,0.155088],"study_design_scores_gemma":[0.00001927833,0.0001260384,0.0003079477,0.0001988654,0.00001163022,0.0001437876,0.0001300905,0.0002618865,0.005668852,0.001860557,0.9912555,0.00001549548],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.02301892,0.08778602,0.1072287,0.05521684,0.1373285,0.002134485,0.00745908,0.00542671,0.5744007],"genre_scores_gemma":[0.0502014,0.03453879,0.03447708,0.006737615,0.01595575,0.001586815,0.008431401,0.003162166,0.8449091],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.07220463,"threshold_uncertainty_score":0.2415485,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01748548311600467,"score_gpt":0.2295681197149096,"score_spread":0.212082636598905,"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."}}