{"id":"W7125234702","doi":"10.18280/mmep.121212","title":"Interconnected Internet of Things Driven Machine Learning Framework for Quality Monitoring in Pharmaceutical Manufacturing","year":2025,"lang":"","type":"article","venue":"Mathematical Modelling and Engineering Problems","topic":"Digital Transformation in Industry","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Quality (philosophy); Internet of Things; The Internet; Pharmaceutical industry; Industry 4.0; Pharmaceutical manufacturing","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0008686518,0.0005385444,0.0009184065,0.0004752033,0.00005884596,0.0001937459,0.0003145533,0.0005315657,0.0000232046],"category_scores_gemma":[0.0003336766,0.0005936347,0.0001828401,0.0003163695,0.00007495495,0.0004806138,0.0001291038,0.001672265,0.000003975385],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001686488,"about_ca_system_score_gemma":0.00002058621,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003607362,"about_ca_topic_score_gemma":3.187802e-7,"domain_scores_codex":[0.9968554,0.0000435216,0.001691018,0.0004510829,0.0002601473,0.0006987782],"domain_scores_gemma":[0.997726,0.001654451,0.0001266823,0.0002528964,0.00006843991,0.0001715396],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00003999137,0.0001012255,0.0002250434,0.01707268,0.0001966277,0.000001283473,0.004056052,0.9144563,0.0004484362,0.05989983,9.9894e-7,0.003501493],"study_design_scores_gemma":[0.000762986,0.00005115958,0.00002142323,0.01208942,0.00007652966,0.000003919606,0.0002573752,0.939203,0.0165191,0.03039218,0.0001671954,0.0004557059],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1420828,0.0008306772,0.8547046,0.00008708768,0.0004435825,0.0006127247,0.00001026521,0.000268803,0.0009593899],"genre_scores_gemma":[0.8951028,0.0002742214,0.1042563,0.00000579091,0.00003820467,0.0001160711,0.000007904488,0.00008235774,0.0001163535],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.75302,"threshold_uncertainty_score":0.9996515,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05038052159436244,"score_gpt":0.2951674535667606,"score_spread":0.2447869319723982,"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."}}