{"id":"W15829203","doi":"10.3201/eid1104.041070","title":"Atmospheric food freeze-drying: challenges and opportunities","year":2013,"lang":"en","type":"article","venue":"Emerging infectious diseases","topic":"Freezing and Crystallization Processes","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Environmental science; Food science; Chemistry","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00002489591,0.0001764115,0.0001464936,0.00003199482,0.0001200634,0.00008856489,0.00006989456,0.00004467694,0.0002576166],"category_scores_gemma":[0.00003763942,0.0001804879,0.00003726245,0.000080651,0.00005257762,0.0004314852,0.00002888057,0.00006620037,0.00002449223],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002157842,"about_ca_system_score_gemma":0.0000150679,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002047906,"about_ca_topic_score_gemma":0.00001901903,"domain_scores_codex":[0.9993331,0.00001670366,0.0001501953,0.0001611568,0.0001138399,0.0002250304],"domain_scores_gemma":[0.9995696,0.00004482227,0.0000274172,0.0001469539,0.00006332045,0.0001479019],"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":[0.00000867269,0.0004478397,0.03366705,0.005148849,0.001075449,0.00002990895,0.005857168,0.05773344,0.001286211,0.04088593,0.03017313,0.8236864],"study_design_scores_gemma":[0.005699177,0.001893136,0.1675355,0.001566857,0.0009719228,0.0002729504,0.01819559,0.1608398,0.002272719,0.113831,0.5190314,0.007889892],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8487362,0.1135089,0.002698802,0.0003881039,0.0005630063,0.0002446261,0.00001496009,0.003283139,0.03056218],"genre_scores_gemma":[0.9854082,0.01399563,0.0000471023,0.0000812631,0.0001077121,0.0001045431,0.000008660855,0.00004799143,0.0001989029],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8157964,"threshold_uncertainty_score":0.7360082,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01734079963207151,"score_gpt":0.1932065508417668,"score_spread":0.1758657512096953,"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."}}