{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002020458,0.000216592,0.0003415735,0.0004017496,0.0004016584,0.0006306659,0.0003239265,0.0005706332,0.004856677],"category_scores_gemma":[0.0008572229,0.0001709756,0.0003047179,0.000195052,0.0005311417,0.0006593921,0.0003324981,0.000720871,0.0004603153],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001186073,"about_ca_system_score_gemma":0.0004416632,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001805037,"about_ca_topic_score_gemma":0.001115969,"domain_scores_codex":[0.9998043,0.000009571478,0.000008847301,0.00002987767,0.00007333715,0.00007415288],"domain_scores_gemma":[0.9997467,0.0001247239,0.00003065768,0.00001739298,0.00004688382,0.0000337039],"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":[0.0005006336,0.0002086904,0.004552024,0.0002534215,0.00006242277,0.0013045,0.0001338698,0.05086829,0.9085545,0.01412374,0.0006600062,0.01877808],"study_design_scores_gemma":[0.00009743555,0.0006999949,0.02554013,0.00004764888,0.00005643608,0.0008675719,0.0004148072,0.3968249,0.5662748,0.00524885,0.003835718,0.00009179011],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9672868,0.0007173153,0.02140064,0.0003138465,0.0001043734,0.00005284848,0.0002801217,0.0001564077,0.009687683],"genre_scores_gemma":[0.9941832,0.0002786171,0.002027907,0.00005043423,0.000009252697,0.00003517886,0.0002200183,0.00004680566,0.003148593],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004856677,"threshold_uncertainty_score":0.01624721,"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."}}