{"id":"W4312325246","doi":"10.56530/spectroscopy.mf9790d5","title":"Quo Vadis Analytical Procedure Development and Validation?","year":2022,"lang":"en","type":"article","venue":"Spectroscopy","topic":"Pharmaceutical Economics and Policy","field":"Economics, Econometrics and Finance","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Quest University Canada","funders":"","keywords":"Status quo; Pharmacopoeia; Computer science; Political science; Medicine; Law; Alternative medicine","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":[0.2497627,0.001262899,0.002279496,0.003697832,0.006750755,0.0269786,0.006897087,0.02409167,0.012449],"category_scores_gemma":[0.3085982,0.00209232,0.002470626,0.003025534,0.03853369,0.02595945,0.009542614,0.02599297,0.0152637],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01376227,"about_ca_system_score_gemma":0.06504964,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01931025,"about_ca_topic_score_gemma":0.01765954,"domain_scores_codex":[0.734189,0.09996566,0.01920498,0.02649147,0.1114761,0.008672819],"domain_scores_gemma":[0.6151593,0.1521408,0.02578448,0.05504904,0.1440091,0.007857378],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000184306,0.0002715014,0.002277159,0.001752013,0.0001589835,0.000293786,0.003852315,0.0004715408,0.004441635,0.519861,0.2684338,0.198002],"study_design_scores_gemma":[0.00007427749,0.0001303255,0.001519978,0.001651515,0.0000936388,0.0002370665,0.001348333,0.0009736134,0.003752079,0.173684,0.8163835,0.0001517382],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.002404511,0.01512854,0.0769906,0.7834288,0.02764852,0.0004365672,0.0004128543,0.001351402,0.09219829],"genre_scores_gemma":[0.07509997,0.01655972,0.1491464,0.6506071,0.02329692,0.001347108,0.0006677207,0.001891548,0.08138347],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.2497627,"threshold_uncertainty_score":0.9251761,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04578356826387048,"score_gpt":0.2947483964928204,"score_spread":0.2489648282289499,"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."}}