{"id":"W4408844463","doi":"10.1021/acs.langmuir.5c00208","title":"Early Time Spreading Dynamics of Nanobubble-Laden Drops","year":2025,"lang":"en","type":"article","venue":"Langmuir","topic":"Minerals Flotation and Separation Techniques","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"Natural Sciences and Engineering Research Council of Canada; University of Calgary","keywords":"Nanotechnology; Dynamics (music); Materials science; Chemistry; Physics","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0001010726,0.0002304302,0.0002055424,0.000310485,0.0001956781,0.0002727183,0.0002266043,0.0002544413,0.0009350913],"category_scores_gemma":[0.0003331126,0.00009377272,0.0001532679,0.0001614793,0.0002257607,0.0005026428,0.0001773536,0.0004148874,0.0001796422],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003295147,"about_ca_system_score_gemma":0.0002049735,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00173154,"about_ca_topic_score_gemma":0.001374666,"domain_scores_codex":[0.9999094,0.00000582849,0.000003565747,0.00001855048,0.00004044003,0.00002223796],"domain_scores_gemma":[0.9998047,0.00006277553,0.00004655641,0.000009746235,0.00004477064,0.00003143535],"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":[0.00003448327,0.00002141166,0.0005418368,0.00001494943,0.000002495017,0.00007193424,0.00006980135,0.0004931213,0.9964287,0.0002194221,0.00002417648,0.002077768],"study_design_scores_gemma":[0.00001238138,0.0001955849,0.005338611,0.00000551329,0.000005967726,0.0000644327,0.00007730767,0.03835909,0.9551197,0.0001697056,0.0006356472,0.0000160938],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9950276,0.0001745483,0.003991829,0.00003503523,0.00000694099,0.00001874371,0.00005908079,0.00005052286,0.0006356837],"genre_scores_gemma":[0.9955668,0.0001980211,0.003114294,0.00002075284,0.000004670126,0.00002120242,0.00007785118,0.00001476209,0.0009816908],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00173154,"threshold_uncertainty_score":0.003442883,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003929999878563102,"score_gpt":0.2329151932453163,"score_spread":0.2289851933667532,"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."}}