{"id":"W7034079947","doi":"","title":"In-situ Study of Single Pharmaceutical Granule Drying using Synchrotron X-ray Imaging","year":2024,"lang":"en","type":"dissertation","venue":"University Library (University of Saskatchewan)","topic":"Subterranean biodiversity and taxonomy","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada; Canadian Institutes of Health Research; Imperial College London; Canadian Light Source","keywords":"Tableting; Granule (geology); Microcrystalline cellulose; Active ingredient; Excipient; Dosage form; Synchrotron; Granulation; Freeze-drying","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002468534,0.0002375025,0.0003174095,0.0001956323,0.0001490494,0.0003109702,0.0002765824,0.0004277687,0.0007137705],"category_scores_gemma":[0.0001665011,0.0001985506,0.000253042,0.0002128981,0.0002335583,0.0002854341,0.0001824717,0.0004272826,0.0001559363],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000198703,"about_ca_system_score_gemma":0.0001055658,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005278818,"about_ca_topic_score_gemma":0.0007496082,"domain_scores_codex":[0.9998698,0.00001109696,0.000008594687,0.00004050972,0.00004695345,0.00002295298],"domain_scores_gemma":[0.9998512,0.00004653306,0.00004209584,0.00001555381,0.00003301133,0.00001162476],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00002050305,0.00001279782,0.0001172282,0.00004817991,0.000002434339,0.00004770318,0.00003123666,0.0001522396,0.9985643,0.00005226244,0.00002799115,0.0009232963],"study_design_scores_gemma":[0.000006568342,0.0001030503,0.003667944,0.000008586772,0.00001127808,0.0001325223,0.00006552354,0.006864644,0.9877197,0.00004545769,0.001366318,0.000008381558],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.972321,0.001585235,0.02324093,0.00009294112,0.00005476523,0.00005650938,0.0002578885,0.0001968173,0.002193897],"genre_scores_gemma":[0.9658469,0.001708227,0.02979357,0.00008333864,0.00002168624,0.00006464679,0.0002203486,0.00004907644,0.002212257],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0007137705,"threshold_uncertainty_score":0.002387762,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02588560180515477,"score_gpt":0.1996712314174832,"score_spread":0.1737856296123284,"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."}}