{"id":"W4319834828","doi":"10.1080/07373937.2023.2164671","title":"Expert reviews for assessment of recent developments and future prospectives of global drying R&amp;D","year":2023,"lang":"en","type":"article","venue":"Drying Technology","topic":"Food Drying and Modeling","field":"Agricultural and Biological Sciences","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Engineering","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":[0.007799565,0.001053569,0.001448438,0.003413699,0.0003567629,0.002337493,0.002135478,0.003829401,0.02223397],"category_scores_gemma":[0.0163923,0.000417626,0.002302084,0.002291919,0.0007730143,0.002144512,0.001249856,0.002293037,0.007651665],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002232437,"about_ca_system_score_gemma":0.005947141,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004682155,"about_ca_topic_score_gemma":0.006297999,"domain_scores_codex":[0.997287,0.000686372,0.0003948215,0.0003248751,0.001095934,0.0002110693],"domain_scores_gemma":[0.9817088,0.007938142,0.002040021,0.000505221,0.007106924,0.000700893],"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":[0.0002424396,0.00007138948,0.000305426,0.0157165,0.0002039464,0.0001834045,0.00004249183,0.0007068187,0.00145049,0.002900201,0.1969626,0.7812144],"study_design_scores_gemma":[0.0001089827,0.0001313397,0.0009400541,0.01377683,0.0003821344,0.0003628419,0.00005656323,0.0003560843,0.0009956325,0.002264611,0.9805871,0.00003774865],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0003833139,0.9639918,0.002296627,0.01560958,0.005833932,0.0001598068,0.0005192294,0.0001319187,0.01107372],"genre_scores_gemma":[0.007087675,0.9495843,0.008800436,0.018272,0.004992795,0.0002829754,0.001026097,0.00006586999,0.009887866],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.02223397,"threshold_uncertainty_score":0.07438004,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09494618440964508,"score_gpt":0.3554486994102855,"score_spread":0.2605025150006404,"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."}}