{"id":"W2030224666","doi":"10.1021/ma992156t","title":"Convection in Polymeric Fluids Subjected to Vertical Temperature Gradients","year":2000,"lang":"en","type":"article","venue":"Macromolecules","topic":"Fluid Dynamics and Thin Films","field":"Engineering","cited_by":64,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Convection; Surface tension; Silanol; Materials science; Buoyancy; Marangoni effect; Thermodynamics; Chemistry; Organic chemistry","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":[0.00003513571,0.0001347569,0.000127284,0.0001033406,0.00003102474,0.00004171298,0.0001007391,0.00008551135,0.0002083022],"category_scores_gemma":[0.000008697856,0.0001392525,0.00003496384,0.0004144091,0.00001670297,0.00004368415,0.00001197314,0.0001493508,0.0002181513],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000553472,"about_ca_system_score_gemma":0.000006496414,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008108193,"about_ca_topic_score_gemma":0.00004943187,"domain_scores_codex":[0.9992846,0.00001792311,0.0001504206,0.0001680092,0.0001062553,0.0002727423],"domain_scores_gemma":[0.9997329,0.000008433656,0.000002164398,0.0001502339,0.00001069663,0.0000955348],"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":[0.00003581126,0.00005669632,0.001448666,0.00002320709,0.00002354401,0.00009831221,0.0003628169,0.003389385,0.9864331,0.0007429352,0.0007052085,0.006680345],"study_design_scores_gemma":[0.002633769,0.0004277675,0.1991167,0.0001886154,0.00003987703,0.00016977,0.0001113663,0.2589024,0.5282381,0.0006786638,0.007731455,0.001761408],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9955619,0.0001938851,0.0001229664,0.00006750902,0.0002793401,0.0001087427,0.00001100584,0.0001955778,0.003459059],"genre_scores_gemma":[0.999235,0.00003880832,0.0002004636,0.000157213,0.00003151761,0.00001720346,0.00002630654,0.00003233552,0.0002611489],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4581949,"threshold_uncertainty_score":0.5678552,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.002859506574836464,"score_gpt":0.1838781197846312,"score_spread":0.1810186132097947,"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."}}