{"id":"W4242476134","doi":"10.26434/chemrxiv.14535930.v1","title":"Self-sustained Marangoni Flows Driven by Chemical Reactions","year":2021,"lang":"en","type":"preprint","venue":"ChemRxiv","topic":"Micro and Nano Robotics","field":"Physics and Astronomy","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Provincial Health Services Authority","keywords":"Marangoni effect; Reagent; Chemistry; Chemical reaction; Surface tension; Flow (mathematics); Pulmonary surfactant; Chemical physics; Chemical engineering; Mechanics; Thermodynamics; Organic chemistry; Physics","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001919698,0.0003212711,0.0003135366,0.0003098141,0.0003076964,0.0009037365,0.0003120512,0.0004115061,0.001246901],"category_scores_gemma":[0.0006225787,0.0002397253,0.0002226041,0.00012903,0.0005752605,0.000615679,0.0005772042,0.000588572,0.0002034565],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005564836,"about_ca_system_score_gemma":0.0003218076,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004580993,"about_ca_topic_score_gemma":0.0003385149,"domain_scores_codex":[0.9998506,0.00002510407,0.000005982175,0.00003333624,0.00004234001,0.00004260405],"domain_scores_gemma":[0.9997305,0.00009017773,0.00007377105,0.00001981953,0.00002588412,0.00005987457],"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":[0.0001746491,0.0001375749,0.0007434415,0.0001701612,0.0000237821,0.000357095,0.0002361036,0.03419284,0.8849109,0.06725652,0.0006239267,0.01117296],"study_design_scores_gemma":[0.00006819981,0.0002472519,0.001013577,0.00001675972,0.00001195537,0.0001255322,0.00004505797,0.6523156,0.3276144,0.01357195,0.004918485,0.00005114939],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9133483,0.0009428986,0.07389972,0.000358376,0.0001554108,0.00009552601,0.0001022878,0.0004650822,0.01063253],"genre_scores_gemma":[0.9930956,0.0002184744,0.004516443,0.00004629152,0.00002215021,0.0000418294,0.00003325825,0.00002728006,0.001998701],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001246901,"threshold_uncertainty_score":0.004171312,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007414937624738779,"score_gpt":0.2255723432835402,"score_spread":0.2181574056588014,"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."}}