{"id":"W4415195212","doi":"10.1002/cjce.70110","title":"Ultrasound‐assisted cooling crystallization of edaravone for improving the crystal characteristics","year":2025,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Crystallization and Solubility Studies","field":"Materials Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Crystallization; Ultrasonic sensor; Sonication; Yield (engineering); Crystal (programming language); Particle size; Particle (ecology); Ultrasound; Particle-size distribution","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":[],"consensus_categories":[],"category_scores_codex":[0.0005610239,0.00008733575,0.0001914876,0.00006894582,0.0001514911,0.00008018643,0.0002690056,0.00004620749,0.00002565833],"category_scores_gemma":[0.001778344,0.00005807867,0.00007813499,0.0001697701,0.000112407,0.00006110549,0.00001641021,0.0001183015,1.871222e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001300207,"about_ca_system_score_gemma":0.0003392689,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002059761,"about_ca_topic_score_gemma":0.0001575129,"domain_scores_codex":[0.9991879,0.00001697017,0.000417581,0.00007035385,0.0001221728,0.0001850361],"domain_scores_gemma":[0.9989198,0.0003586692,0.0001873485,0.0001316779,0.0003216056,0.00008082671],"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":[0.00001910644,0.000005149776,0.00006696642,0.0001009712,0.00001947692,6.639926e-7,0.0004041512,0.002450476,0.995249,0.00143978,0.0001409029,0.0001033705],"study_design_scores_gemma":[0.001111973,0.00007530853,0.003232035,0.0004871955,0.000282364,0.0001140363,0.0005988469,0.03132242,0.9542637,0.0006056005,0.007525907,0.0003805817],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.909542,0.0002564759,0.08889243,0.0005704819,0.0004816966,0.0001677149,0.00003777228,0.00001074335,0.00004063468],"genre_scores_gemma":[0.999043,0.000002100365,0.0007224592,0.00007416969,0.0001057,0.000003674613,0.000003592099,0.000008742349,0.00003658482],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08950093,"threshold_uncertainty_score":0.2368379,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01125273295468146,"score_gpt":0.2192972760960748,"score_spread":0.2080445431413933,"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."}}