{"id":"W2170503352","doi":"10.5296/emsd.v4i2.8118","title":"In-Storage-Psychrophilic-Anaerobic-Digestion (ISPAD) process. Part II: Model Validation","year":2015,"lang":"en","type":"article","venue":"Environmental Management and Sustainable Development","topic":"Anaerobic Digestion and Biogas Production","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"Natural Sciences and Engineering Research Council of Canada; Concordia University","keywords":"Psychrophile; Anaerobic digestion; Chemistry; Anaerobic exercise; Mesophile; Solubility; Kinetics; Food science; Methane; Biochemistry; Biology; Physiology; Bacteria; Enzyme","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0003468876,0.0002123382,0.0001366383,0.0002164559,0.0001625077,0.00004435746,0.00008812608,0.00006401714,0.00004946071],"category_scores_gemma":[0.000003805819,0.0002261338,0.00001737886,0.0001735184,0.00004209317,0.0005124963,0.0001174687,0.00009693447,0.00003855858],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006211082,"about_ca_system_score_gemma":0.00001894019,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003559858,"about_ca_topic_score_gemma":0.000001531726,"domain_scores_codex":[0.9987202,0.00001672401,0.0002772868,0.0003184404,0.0002738252,0.0003935578],"domain_scores_gemma":[0.9996911,0.000002130501,0.00003666385,0.0001397436,0.00001053588,0.000119799],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001307536,0.0007598713,0.004942044,0.0004710663,0.0001830383,0.000228854,0.009591791,0.8967345,0.0002121628,0.04099268,0.02721568,0.01853759],"study_design_scores_gemma":[0.005057705,0.0002978033,0.03081109,0.0001529646,0.0001083973,0.00002988218,0.03577267,0.04453524,0.007935802,0.008996748,0.8639557,0.002346036],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9877653,0.0004103894,0.003581593,0.0003469721,0.0002595285,0.0006997434,0.000001181878,0.0001727178,0.006762533],"genre_scores_gemma":[0.9762688,0.0003365618,0.002064466,0.00008111767,0.00004098199,0.0001319956,0.00008703661,0.00002661439,0.02096243],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8521993,"threshold_uncertainty_score":0.9221469,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009909054094218536,"score_gpt":0.1912054729591848,"score_spread":0.1812964188649662,"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."}}