{"id":"W2028241704","doi":"10.13031/2013.23532","title":"Mathematical Modeling of Airflow Distribution in Grain Bulks - a Review","year":2007,"lang":"en","type":"review","venue":"2007 Minneapolis, Minnesota, June 17-20, 2007","topic":"Plant Surface Properties and Treatments","field":"Agricultural and Biological Sciences","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada; Canada Research Chairs","keywords":"Airflow; Aeration; Distribution (mathematics); Field (mathematics); Computer science; Strengths and weaknesses; Mathematical model; Industrial engineering; Mechanical engineering; Engineering; Mathematics; Statistics; Mathematical analysis","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006087338,0.001326085,0.002389645,0.001568784,0.0002926426,0.001099111,0.002124054,0.001335202,0.002417034],"category_scores_gemma":[0.0009676191,0.0005670757,0.001198461,0.002231321,0.0006341859,0.001945049,0.0005871103,0.001176364,0.002654306],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008130241,"about_ca_system_score_gemma":0.0008664444,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002394855,"about_ca_topic_score_gemma":0.001495446,"domain_scores_codex":[0.9997707,0.00004821006,0.00002808983,0.00005618413,0.00008341478,0.00001339423],"domain_scores_gemma":[0.999608,0.0002276007,0.00004260777,0.00002251651,0.0000886856,0.00001061886],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007008627,0.0001735815,0.0006055711,0.02114866,0.000198448,0.0003866556,0.0001426154,0.04905086,0.006585754,0.04976563,0.0221896,0.8496826],"study_design_scores_gemma":[0.00002334144,0.0002279814,0.001068589,0.004294635,0.0002589046,0.001489185,0.0001340957,0.03027996,0.006438904,0.03099912,0.924642,0.0001432819],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0009947341,0.9715782,0.02271222,0.0003298968,0.0002224151,0.00001885967,0.00009357762,0.00007970198,0.003970485],"genre_scores_gemma":[0.005888825,0.9853885,0.006427613,0.00008955487,0.0001735591,0.00003122609,0.0001172168,0.00001807869,0.001865464],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.002417034,"threshold_uncertainty_score":0.008085787,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0692915374638254,"score_gpt":0.2990407642212927,"score_spread":0.2297492267574673,"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."}}