{"id":"W2137877959","doi":"10.1007/s11814-009-0284-6","title":"Onset of marangoni convection in an initially quiescent spherical droplet subjected to the transient heat conduction","year":2009,"lang":"en","type":"article","venue":"Korean Journal of Chemical Engineering","topic":"Fluid Dynamics and Thin Films","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"Microsemi (Canada)","funders":"","keywords":"Marangoni effect; Convection; Thermal conduction; Mechanics; Marangoni number; Surface tension; Limiting; Transient (computer programming); Planar; Boundary (topology); Instability; Materials science; Thermodynamics; Stability (learning theory); Limit (mathematics); Physics; Mathematics; Mathematical analysis","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":[0.0002029037,0.0001394245,0.0002594095,0.0001105926,0.000009551571,0.00001877961,0.0001572494,0.00007515308,0.00001308842],"category_scores_gemma":[0.00004344246,0.0001149156,0.00008522773,0.000293344,0.00001568957,0.0001208584,0.000006582484,0.0003590496,8.866921e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001163757,"about_ca_system_score_gemma":0.00001644271,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008296377,"about_ca_topic_score_gemma":0.000002587704,"domain_scores_codex":[0.99902,0.00001600548,0.0004771283,0.00008562638,0.0002038683,0.0001973245],"domain_scores_gemma":[0.9996336,0.00002930581,0.00003181675,0.0001072882,0.00006770492,0.0001302748],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00007521117,0.00004951963,0.00002975909,0.00002109911,0.00001687345,0.0000224234,0.0004194754,0.2536111,0.7443306,0.00007300208,0.00005879924,0.001292053],"study_design_scores_gemma":[0.001272588,0.0006690992,0.007955148,0.0002692874,0.00003979294,0.0005804938,0.00009716242,0.5065246,0.4818918,0.00006268756,0.0002882793,0.000349055],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9815707,0.0001016873,0.01762086,0.0001893602,0.0003323433,0.00009012508,0.000005111571,0.00003826894,0.00005160702],"genre_scores_gemma":[0.9981701,0.00001928474,0.001612088,0.00003912328,0.0001320096,0.000001449201,0.000005024136,0.00002009441,8.560637e-7],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2624389,"threshold_uncertainty_score":0.4686123,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006468992123632372,"score_gpt":0.1990001854230662,"score_spread":0.1925311932994338,"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."}}