{"id":"W2558814590","doi":"10.1021/acs.iecr.6b03313","title":"Bubble Clustering in Drying Paint Films","year":2016,"lang":"en","type":"article","venue":"Industrial & Engineering Chemistry Research","topic":"Fluid Dynamics and Thin Films","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Bubble; Meniscus; Buoyancy; Contact angle; Materials science; Mechanics; Evaporation; Composite material; Optics; Thermodynamics; 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":[0.001175092,0.0002405877,0.0002548358,0.0001901598,0.00005453175,0.00008831856,0.0004368743,0.0003752016,0.0002793603],"category_scores_gemma":[0.0005364137,0.0002148341,0.00006638717,0.0005852892,0.00005135394,0.0001456121,0.0001830263,0.001015697,0.00005749368],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004248978,"about_ca_system_score_gemma":0.00006281889,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005207732,"about_ca_topic_score_gemma":0.000005155835,"domain_scores_codex":[0.9978297,0.00002553604,0.0003836869,0.0003329863,0.0004797312,0.000948408],"domain_scores_gemma":[0.99896,0.0003277508,0.00001510086,0.0004214408,0.00006276339,0.0002129888],"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":[0.00001174089,0.00001447868,0.000428249,0.00009033617,0.00002160717,0.00005529112,0.00004697816,0.06866017,0.9264191,0.0000758672,0.001054488,0.00312169],"study_design_scores_gemma":[0.001785697,0.00002763562,0.0001503376,0.0008243687,0.000003708966,0.00002142483,0.0000542375,0.455201,0.5335913,0.0000729485,0.007698546,0.0005688139],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9937577,0.0002864161,0.0005146929,0.0001800918,0.0006847975,0.0002645908,0.00002756735,0.0005120648,0.003772048],"genre_scores_gemma":[0.9982992,0.00009137172,0.0001035559,0.000002325738,0.000462277,0.00007126128,0.00000750147,0.00008740604,0.0008750646],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3928278,"threshold_uncertainty_score":0.8760681,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06014495310954001,"score_gpt":0.2809934968287353,"score_spread":0.2208485437191952,"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."}}