{"id":"W3082385452","doi":"","title":"2020 Market Analysis of Pharmaceutical Formulations & Drug Delivery Conference October 30-31, 2020 | Vancouver, Canada","year":2020,"lang":"en","type":"article","venue":"Journal of Pharmaceutics & Drug Delivery Research","topic":"Biosimilars and Bioanalytical Methods","field":"Immunology and Microbiology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Globe; Pharmaceutical industry; Solvency; Medicine; Business; Engineering; Risk analysis (engineering); Pharmacology; Finance","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004227067,0.0009614112,0.0005653648,0.002795775,0.003985403,0.007342531,0.001326943,0.002383725,0.1995541],"category_scores_gemma":[0.002670127,0.0005880959,0.0008497435,0.001173772,0.0006926964,0.0009906014,0.00131637,0.002582116,0.070071],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01939145,"about_ca_system_score_gemma":0.03608543,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.5062531,"about_ca_topic_score_gemma":0.8247289,"domain_scores_codex":[0.996216,0.0001542342,0.00006612751,0.0001811095,0.002903211,0.0004793698],"domain_scores_gemma":[0.994926,0.000120854,0.00007161481,0.00008297329,0.004047316,0.0007513149],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001710385,0.0001448563,0.0009602459,0.00007091374,0.000008143193,0.00007983972,0.00003721769,0.0001545026,0.002130187,0.001958258,0.9527594,0.0415253],"study_design_scores_gemma":[0.00001708911,0.00004763034,0.003724465,0.0000539689,0.000005689918,0.0000203602,0.0001136935,0.0003717889,0.001256674,0.0002572194,0.994118,0.00001352898],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01052163,0.005316093,0.005787282,0.02242093,0.01150733,0.00229758,0.01583141,0.001730812,0.924587],"genre_scores_gemma":[0.009755841,0.0009724461,0.002116885,0.001380944,0.0002397123,0.0001010551,0.005524364,0.0002340002,0.9796748],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4937469,"threshold_uncertainty_score":0.9933093,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09417312631810189,"score_gpt":0.3980262482667588,"score_spread":0.3038531219486569,"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."}}