{"id":"W3089691866","doi":"10.1080/07373937.2020.1822080","title":"Facilitating drying R&D via critical review papers","year":2020,"lang":"en","type":"article","venue":"Drying Technology","topic":"Food Drying and Modeling","field":"Agricultural and Biological Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Engineering ethics; Library science; Engineering; Computer science","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.2346546,0.002948542,0.003147773,0.008701515,0.002203131,0.01273338,0.003918764,0.00557086,0.03440087],"category_scores_gemma":[0.4331644,0.001565923,0.003570475,0.003708713,0.003153309,0.0088402,0.007786425,0.007308072,0.02040927],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005379616,"about_ca_system_score_gemma":0.040518,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008701813,"about_ca_topic_score_gemma":0.002447176,"domain_scores_codex":[0.8147337,0.108005,0.02227315,0.007070128,0.04493906,0.002978937],"domain_scores_gemma":[0.3801564,0.2248098,0.06293181,0.03827614,0.2810804,0.01274546],"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":[0.0008122008,0.0001872485,0.0004992742,0.02888427,0.000716394,0.0003251683,0.002266326,0.0003582573,0.004218815,0.00682448,0.6076457,0.3472618],"study_design_scores_gemma":[0.0006208513,0.0003714061,0.001090448,0.02025635,0.0007088022,0.0003187688,0.0009724917,0.0007426745,0.004916997,0.01225709,0.9575377,0.0002064692],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"review","genre_scores_codex":[0.006136336,0.196876,0.1945372,0.2233929,0.2710654,0.05357941,0.004632458,0.006048374,0.043732],"genre_scores_gemma":[0.05987997,0.1745249,0.4316565,0.09919492,0.1100277,0.05418191,0.004017198,0.003936767,0.06258012],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.2346546,"threshold_uncertainty_score":0.9438071,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07446383157805608,"score_gpt":0.2780270845883377,"score_spread":0.2035632530102817,"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."}}