{"id":"W4404643842","doi":"10.1007/978-3-031-62007-2_15","title":"Advanced Data Analytics Application in Biomanufacturing Processes","year":2024,"lang":"en","type":"book-chapter","venue":"","topic":"Viral Infectious Diseases and Gene Expression in Insects","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Roche (Canada)","funders":"","keywords":"Biomanufacturing; Analytics; Computer science; Data science; Biology","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":[0.0004594614,0.0008878642,0.0005288026,0.001166455,0.0003827682,0.002415537,0.001088912,0.0007480529,0.01302329],"category_scores_gemma":[0.0007828656,0.0003933303,0.000640123,0.00223428,0.0003599878,0.001868169,0.001043531,0.0008827969,0.005877638],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004858963,"about_ca_system_score_gemma":0.0004017942,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001092721,"about_ca_topic_score_gemma":0.001051081,"domain_scores_codex":[0.9996282,0.00003317781,0.00002168095,0.00007317369,0.0002225282,0.00002123028],"domain_scores_gemma":[0.9996231,0.0001730781,0.00001731629,0.0000597756,0.0001087844,0.00001796462],"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":[0.00009968125,0.00009467044,0.0009488208,0.000757282,0.00003788759,0.0003890096,0.000272112,0.01413623,0.04959456,0.0422024,0.04873832,0.8427291],"study_design_scores_gemma":[0.00002154366,0.0001165492,0.002055217,0.000366686,0.00007548476,0.001162854,0.0002770648,0.2002337,0.09085738,0.08126286,0.6235057,0.00006497247],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01377646,0.01206487,0.8748943,0.001474247,0.0008359723,0.0002176794,0.001759296,0.01011679,0.08486042],"genre_scores_gemma":[0.1322727,0.01585306,0.7123433,0.0008888653,0.0005255237,0.0002220779,0.003486401,0.00134437,0.1330637],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01302329,"threshold_uncertainty_score":0.04356724,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02394584588594856,"score_gpt":0.2886989659496493,"score_spread":0.2647531200637008,"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."}}