{"id":"W4414535502","doi":"10.1080/07373937.2025.2567032","title":"Drying of Biologicals: Advances and Challenges in Blood and Plasma Preservation","year":2025,"lang":"en","type":"article","venue":"Drying Technology","topic":"Microencapsulation and Drying Processes","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Plasma; Freeze-drying; Blood plasma","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":[0.001964704,0.0005449984,0.0006658305,0.000722502,0.0003515688,0.001294169,0.0005329598,0.0008060387,0.001078917],"category_scores_gemma":[0.001152841,0.0002655846,0.0003544381,0.0008121781,0.0007117118,0.001684059,0.0005627018,0.001710906,0.0007664936],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000455018,"about_ca_system_score_gemma":0.0004506035,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005233887,"about_ca_topic_score_gemma":0.0009687275,"domain_scores_codex":[0.9993591,0.000120932,0.00004808348,0.0001443961,0.0002811525,0.0000462663],"domain_scores_gemma":[0.9992014,0.0003057019,0.0001353381,0.00006458406,0.0002388673,0.00005422438],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001973665,0.0001431283,0.001015773,0.003084503,0.00005551909,0.0002885531,0.0003476167,0.0009446786,0.6742265,0.007615326,0.003932994,0.3081479],"study_design_scores_gemma":[0.00001980403,0.0005636573,0.00481168,0.0005257532,0.0001129886,0.002695097,0.0004792165,0.005019211,0.7581328,0.005872382,0.2216788,0.00008862741],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0887678,0.81328,0.08473362,0.005202038,0.00143848,0.00006866959,0.000130716,0.0002515276,0.006127199],"genre_scores_gemma":[0.2499052,0.6545598,0.0807198,0.001836272,0.001666926,0.00008979303,0.0003354775,0.0002295295,0.01065711],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.001964704,"threshold_uncertainty_score":0.01039046,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04067831883838736,"score_gpt":0.2497326221479594,"score_spread":0.2090543033095721,"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."}}