{"id":"W4313855510","doi":"10.18433/jpps33421","title":"The 2022 Canadian Society for Pharmaceutical Sciences/Canadian Chapter of Controlled Release Society Annual Symposium was held virtually from June 1-2, 2022.","year":2023,"lang":"en","type":"article","venue":"Journal of Pharmacy & Pharmaceutical Sciences","topic":"Biosimilars and Bioanalytical Methods","field":"Immunology and Microbiology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Political science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","insufficient_payload"],"consensus_categories":["sts"],"category_scores_codex":[0.008422648,0.000390775,0.0008186863,0.0002833698,0.002172176,0.0001551026,0.001638149,0.0002603001,0.001895025],"category_scores_gemma":[0.0005331924,0.0002438921,0.001396489,0.001286954,0.004255215,0.0004009635,0.0001800928,0.001161336,0.00004871528],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002011853,"about_ca_system_score_gemma":0.002132692,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01025443,"about_ca_topic_score_gemma":0.009664885,"domain_scores_codex":[0.9955174,0.000468943,0.001264355,0.0005893717,0.0005181571,0.001641796],"domain_scores_gemma":[0.9949899,0.002953302,0.000475435,0.00019404,0.0004939905,0.0008933858],"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":[0.002904663,0.000411335,0.004707078,0.00008129435,0.002925701,0.00007282,0.001436049,0.0001520784,0.6769577,0.00959452,0.2211426,0.07961416],"study_design_scores_gemma":[0.008646991,0.0005066947,0.0002263734,0.000057008,0.0007839921,0.00006979859,0.001562847,0.01519729,0.07686187,0.0008618087,0.8947946,0.0004307103],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4908273,0.0573075,0.000639129,0.4170396,0.02061667,0.003872553,0.004139856,0.0001668071,0.005390623],"genre_scores_gemma":[0.9717906,0.01249888,0.001490905,0.01132876,0.0007353029,0.00003671308,0.00001547399,0.00003583922,0.002067576],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.673652,"threshold_uncertainty_score":0.9991269,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05575016226620621,"score_gpt":0.3783270135529703,"score_spread":0.3225768512867641,"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."}}