{"id":"W2741821836","doi":"10.1002/cjce.22960","title":"Study on the volatilization inhibition performance and mechanism of monolayer during the leakage process of ammonia solution","year":2017,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"nanoparticles nucleation surface interactions","field":"Earth and Planetary Sciences","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Natural Science Foundation of China","keywords":"Ammonia; Volatilisation; Evaporation; Chemistry; Monolayer; Leakage (economics); Materials science; Inorganic chemistry; Chemical engineering; Analytical Chemistry (journal); Thermodynamics; Chromatography; Organic chemistry","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":[0.0002668351,0.00004692807,0.00006863989,0.0000377607,0.0002181049,0.00004206837,0.0001503332,0.00001806296,0.0000230273],"category_scores_gemma":[0.0001398327,0.00002545209,0.00001873929,0.00005235853,0.0000499837,0.0001931079,0.000004139652,0.0001446383,0.000001038445],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001161388,"about_ca_system_score_gemma":0.00003929667,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008874657,"about_ca_topic_score_gemma":0.001227664,"domain_scores_codex":[0.9995623,0.00001489206,0.0001732344,0.00003798489,0.0001280918,0.00008351727],"domain_scores_gemma":[0.9995124,0.00006596473,0.0001841533,0.0001156782,0.00007117385,0.00005068088],"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":[0.0001265756,0.00003578312,0.2172842,0.00009036477,0.0001187853,0.00000935905,0.01176629,0.1689289,0.5992212,0.0004287109,0.00002634555,0.001963519],"study_design_scores_gemma":[0.0002282088,0.00009147077,0.4234655,0.0001090491,0.0000255514,0.00003489558,0.0005113322,0.09368078,0.4816761,0.0001114749,0.000006358971,0.00005923686],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992875,0.00001745367,0.00003826308,0.000458263,0.00006525071,0.00008652645,0.00000315132,0.000001830391,0.00004169668],"genre_scores_gemma":[0.9999458,0.000001400129,0.00001386257,0.000007246536,0.0000251355,3.822696e-7,2.286481e-7,0.000002360759,0.000003636167],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2061813,"threshold_uncertainty_score":0.1677508,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01496604593776343,"score_gpt":0.2038446956313698,"score_spread":0.1888786496936063,"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."}}