{"id":"W7117468305","doi":"10.70315/uloap.ulirs.2025.0204020","title":"Quality Management Principles in Drug Discovery R&amp;D Projects","year":2025,"lang":"","type":"article","venue":"Universal Library of Innovative Research and Studies","topic":"Computational Drug Discovery Methods","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Niagara College","funders":"","keywords":"Quality (philosophy); Drug discovery; Pharmaceutical industry; Quality management system; Quality by Design; Quality management; Novelty; Quality policy","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.07488503,0.0007699662,0.0007358225,0.005962578,0.00292349,0.01676117,0.002932104,0.003438648,0.001996012],"category_scores_gemma":[0.0703956,0.0009174672,0.0009376768,0.00722996,0.01200888,0.01218163,0.006671812,0.004052486,0.0004772225],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01367746,"about_ca_system_score_gemma":0.02091557,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003141278,"about_ca_topic_score_gemma":0.002348325,"domain_scores_codex":[0.9306902,0.03977204,0.005209182,0.003039906,0.01891556,0.002373028],"domain_scores_gemma":[0.9384515,0.03554118,0.01171899,0.00481855,0.007802029,0.001667775],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00003223298,0.00006490973,0.001993024,0.0008513322,0.00004315743,0.00006403976,0.001014338,0.01048959,0.000214921,0.8822103,0.001954633,0.1010676],"study_design_scores_gemma":[0.00005884642,0.0003412974,0.002787087,0.002528921,0.00005545938,0.0001803296,0.001400724,0.009971656,0.001581142,0.8687772,0.1122388,0.00007853082],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.03415083,0.06734238,0.7234736,0.06259812,0.000511062,0.001519269,0.0002479182,0.0003593165,0.1097975],"genre_scores_gemma":[0.681232,0.04707812,0.257394,0.004333106,0.0005703964,0.00146527,0.0001649331,0.0001464458,0.007615714],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.925115,"threshold_uncertainty_score":0.3960347,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2163511327615019,"score_gpt":0.4535827801547036,"score_spread":0.2372316473932017,"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."}}