{"id":"W3193666288","doi":"10.1021/acs.langmuir.1c01147","title":"Energy of a Drop Required to Break a Liquid Film","year":2021,"lang":"en","type":"article","venue":"Langmuir","topic":"Fluid Dynamics and Heat Transfer","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"Russian Science Foundation","keywords":"Breakup; Drop (telecommunication); Surface energy; Drop impact; Break-Up; Materials science; Energy balance; Impact crater; Mechanics; Energy (signal processing); Wetting; Liquid drop; Contact angle; Thermodynamics; Composite material; Physics; Mechanical engineering; Engineering","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":[0.00002171258,0.00006845479,0.0001263409,0.00003719052,0.00001267955,0.000006994764,0.00006190482,0.00004686763,0.0001458715],"category_scores_gemma":[0.000003047885,0.0000703937,0.00004678408,0.0001594802,0.000006721289,0.00002308006,0.00001592228,0.00003462821,0.0000238202],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001505858,"about_ca_system_score_gemma":0.00001161395,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005671206,"about_ca_topic_score_gemma":0.0001950765,"domain_scores_codex":[0.99958,0.000006424585,0.0001143846,0.00008946197,0.00007365517,0.000136048],"domain_scores_gemma":[0.9997599,0.00001047051,0.000002576205,0.0001459869,0.0000316206,0.00004947803],"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":[0.00005199094,0.00006868961,0.00007387461,0.0002395842,0.0001134989,0.0001834597,0.001382304,0.005637779,0.90734,0.06470684,0.01700488,0.003197057],"study_design_scores_gemma":[0.001533723,0.0004033701,0.005079224,0.0002741192,0.00007744408,0.0001103897,0.0002371361,0.1893647,0.4742545,0.0008939594,0.3267339,0.001037519],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.884531,0.001214386,0.05341771,0.0007136161,0.0003902142,0.00007203309,0.0001164577,0.0003048806,0.05923973],"genre_scores_gemma":[0.9981427,0.00003805949,0.0005458087,0.0001823537,0.00005660471,0.000008656556,0.00002354986,0.00002332085,0.0009789726],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4330855,"threshold_uncertainty_score":0.2870572,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006506849647878985,"score_gpt":0.1936969067372525,"score_spread":0.1871900570893735,"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."}}