{"id":"W4402298942","doi":"10.1016/j.ifacol.2024.08.336","title":"Monitoring of product temperature and cycle duration in multi-vial lyophilization","year":2024,"lang":"en","type":"article","venue":"IFAC-PapersOnLine","topic":"Glycosylation and Glycoproteins Research","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"Mitacs; Pfizer","keywords":"Vial; Product (mathematics); Duration (music); Process engineering; Chromatography; Materials science; Environmental science; Chemistry; Engineering; Mathematics; Physics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005625697,0.0002564063,0.000362879,0.0002067492,0.0001608445,0.0003119004,0.0003577624,0.0003057162,0.0003509588],"category_scores_gemma":[0.001050509,0.0001797279,0.0001633572,0.0002431188,0.0001629207,0.0003417,0.0002482386,0.0003175696,0.0001688594],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001928539,"about_ca_system_score_gemma":0.000158037,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005534582,"about_ca_topic_score_gemma":0.000836938,"domain_scores_codex":[0.9997895,0.00003451583,0.000007450525,0.00008336251,0.00007040409,0.00001469879],"domain_scores_gemma":[0.9994488,0.0002262522,0.000136383,0.00007972799,0.00008275146,0.00002596285],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0009239268,0.0001598553,0.01794696,0.0001760981,0.0000321705,0.00008549463,0.0002147249,0.01999297,0.8810748,0.0001739171,0.0001520087,0.07906701],"study_design_scores_gemma":[0.00001525446,0.0006613785,0.044315,0.00001261851,0.00003298959,0.0001693507,0.00005908392,0.2225659,0.7312267,0.0001904733,0.0007087761,0.00004243509],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.886027,0.0002998121,0.1125973,0.00002905052,0.00001169437,0.00003213855,0.0001482127,0.0004392512,0.0004154287],"genre_scores_gemma":[0.9832336,0.0001195342,0.01630809,0.000008815543,0.000003546237,0.00001422655,0.00006743353,0.00003218539,0.000212576],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0005625697,"threshold_uncertainty_score":0.002975166,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01606696715490007,"score_gpt":0.3095508384408434,"score_spread":0.2934838712859433,"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."}}