{"id":"W4403949411","doi":"10.1017/jfm.2024.924","title":"On the intensification of thermal drift","year":2024,"lang":"en","type":"article","venue":"Journal of Fluid Mechanics","topic":"Gas Dynamics and Kinetic Theory","field":"Mathematics","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Mechanics; Thermal; Environmental science; Meteorology; Physics","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":[0.001159086,0.00007227476,0.0001489472,0.00008150475,0.00002163307,0.00002139398,0.0001942941,0.00004752133,0.000079841],"category_scores_gemma":[0.0004904672,0.00003990538,0.0001390232,0.00009884723,0.00001330728,0.00003436637,0.00002105787,0.0002223558,0.000007138127],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002348883,"about_ca_system_score_gemma":0.00004784176,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":4.002373e-7,"about_ca_topic_score_gemma":3.451335e-7,"domain_scores_codex":[0.9991962,0.00005946598,0.0003677794,0.00005515221,0.0002406085,0.0000808117],"domain_scores_gemma":[0.9988434,0.0005744193,0.0001776937,0.0001874195,0.000188562,0.00002847719],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0000240989,0.00003916345,1.958272e-7,0.00003071692,0.00004994885,0.000008085803,0.0004008034,0.00003922747,0.09764881,0.8983278,0.001764803,0.001666379],"study_design_scores_gemma":[0.0001187903,0.0002848827,0.000008223069,0.0002925149,0.00008784672,0.00007685478,0.0003686875,0.05266032,0.01862309,0.9262636,0.001157314,0.00005782132],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8996422,0.0005408914,0.09359792,0.003145253,0.001332794,0.0001362143,0.000005665488,0.00001969805,0.001579343],"genre_scores_gemma":[0.998179,0.00006510417,0.001370662,0.0001046726,0.0000996107,7.797033e-7,2.011439e-7,0.00001702993,0.0001629274],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09853679,"threshold_uncertainty_score":0.1627294,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02831000776107595,"score_gpt":0.2773089874570088,"score_spread":0.2489989796959329,"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."}}