{"id":"W4379208292","doi":"10.55927/ajns.v2i2.4179","title":"Pharmaceutical and Biopharmaceuticals Industries: Revolutionizing Healthcare","year":2023,"lang":"en","type":"article","venue":"Asian Journal of Natural Sciences","topic":"Biotechnology and Related Fields","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Karachi; University of Calgary","keywords":"Biotechnology; Biochemical engineering; Pharmaceutical industry; Health care; Business; Risk analysis (engineering); Engineering; Biology; Economics","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":[0.002864122,0.000718776,0.0004905195,0.001551436,0.000925616,0.00582969,0.0006997452,0.004163402,0.01535201],"category_scores_gemma":[0.002450533,0.0002184115,0.0004810925,0.002016697,0.003117257,0.006991791,0.003516544,0.004815571,0.008719373],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002031118,"about_ca_system_score_gemma":0.004415155,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009294567,"about_ca_topic_score_gemma":0.0009787197,"domain_scores_codex":[0.9976555,0.0005749103,0.0001150065,0.00021032,0.001171138,0.0002731451],"domain_scores_gemma":[0.9978886,0.0005381877,0.0002339812,0.0001513836,0.0005421957,0.0006456596],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00009598571,0.0002133586,0.000991867,0.002084645,0.00004819589,0.0003686758,0.0006235949,0.0004099444,0.00620414,0.3366094,0.2083847,0.4439654],"study_design_scores_gemma":[0.00001113284,0.00006476066,0.0005978708,0.0005513974,0.00001353178,0.000403175,0.0003914577,0.0002498117,0.001172659,0.04662671,0.9499016,0.00001575154],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.006364921,0.4200834,0.02691371,0.3182537,0.01082993,0.0001837451,0.0003230007,0.0009071805,0.2161404],"genre_scores_gemma":[0.128432,0.6159149,0.05101662,0.100848,0.01693192,0.0001673446,0.0004311816,0.0002663117,0.08599181],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01535201,"threshold_uncertainty_score":0.05135757,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06114870246596768,"score_gpt":0.3884332936444649,"score_spread":0.3272845911784973,"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."}}