{"id":"W4392243946","doi":"10.1021/acs.oprd.3c00476","title":"Continuous Production of an API Suspension (ZS-9) under Oscillatory Flow at Intensified Temperature and Pressure","year":2024,"lang":"en","type":"article","venue":"Organic Process Research & Development","topic":"Innovative Microfluidic and Catalytic Techniques Innovation","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Seeding; Crystallization; Suspension (topology); Volumetric flow rate; Intensity (physics); Mixing (physics); Space velocity; Chemistry; Bar (unit); Materials science; Thermodynamics; Mechanics; Physics; Catalysis","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001078878,0.0001758957,0.0001951532,0.0003395949,0.0001558858,0.00006639555,0.0001532733,0.0001615999,0.00008675233],"category_scores_gemma":[0.0001078808,0.0001541584,0.00001182592,0.001104523,0.0001513148,0.0002573674,0.0001318076,0.0004804518,0.00001698169],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002736379,"about_ca_system_score_gemma":0.0002917355,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001971758,"about_ca_topic_score_gemma":0.000002950761,"domain_scores_codex":[0.9984066,0.00003784816,0.0003308143,0.0003960462,0.0005108424,0.0003178454],"domain_scores_gemma":[0.9987946,0.000023427,0.00002363352,0.00022226,0.000878756,0.00005728256],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00002582999,0.00002187699,0.00003653477,0.0008675165,0.00007193122,0.000008100523,0.002076984,0.00001307336,0.9781693,0.0006402835,0.006797932,0.01127059],"study_design_scores_gemma":[0.0001057656,0.00004662733,0.0007173473,0.0002849673,0.00000732602,0.00005054847,0.0005582725,0.0005156206,0.9853125,0.0007551801,0.01146269,0.0001831859],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9922868,0.003623897,0.001920369,0.0002349273,0.0003564024,0.0005630921,0.000005521146,0.0004695288,0.0005394472],"genre_scores_gemma":[0.9972219,0.0001452009,0.000735025,0.00001802495,0.00007489694,0.0000435109,0.00007069203,0.00005408128,0.001636639],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0110874,"threshold_uncertainty_score":0.6286399,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02041879186264939,"score_gpt":0.2917053710133186,"score_spread":0.2712865791506692,"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."}}