{"id":"W1964083865","doi":"10.1111/j.0022-2720.2004.01312.x","title":"Phase separation in molecular layers of macromolecules at the champagne–air interface","year":2004,"lang":"en","type":"article","venue":"Journal of Microscopy","topic":"Pickering emulsions and particle stabilization","field":"Materials Science","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"Trinity College","funders":"","keywords":"Macromolecule; Brewster's angle; Bubble; Ellipsometry; Phase (matter); Materials science; Layer (electronics); Amphiphile; Microscopy; Air bubble; Chemical physics; Chemical engineering; Nanotechnology; Chemistry; Optics; Thin film; Polymer; Composite material; Copolymer; Organic chemistry; Physics; Brewster","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":[0.0001597149,0.0001662159,0.00009917788,0.0005386691,0.000307844,0.0004445373,0.0002187825,0.0003204779,0.001252549],"category_scores_gemma":[0.0003791374,0.0002320556,0.0001165816,0.0001802788,0.0003550611,0.0006441312,0.0002492447,0.0005171529,0.0002798295],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004365012,"about_ca_system_score_gemma":0.0001603589,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001203386,"about_ca_topic_score_gemma":0.001258176,"domain_scores_codex":[0.9999067,0.000008723423,0.0000030372,0.0000313762,0.00002786022,0.00002236457],"domain_scores_gemma":[0.9997234,0.0001120773,0.000067709,0.00001403471,0.00004822322,0.00003453574],"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":[0.00004729141,0.000008503744,0.0006371285,0.00002646329,0.00000367747,0.00007384571,0.00007897345,0.0001372025,0.9968189,0.0006046642,0.00004133336,0.001522049],"study_design_scores_gemma":[0.000007786185,0.00005107262,0.006268892,0.000005868684,0.000004677344,0.0001851098,0.00004906429,0.003144687,0.9887827,0.0006313217,0.000857844,0.00001091671],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9902773,0.001225192,0.005674772,0.0001015876,0.00001059506,0.00001106283,0.0000693283,0.000111134,0.002519114],"genre_scores_gemma":[0.9940466,0.0003261937,0.003577627,0.0000349017,0.000009917676,0.00001246316,0.00009700964,0.00001677671,0.00187849],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001252549,"threshold_uncertainty_score":0.004190266,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01152569365501425,"score_gpt":0.3351164130668943,"score_spread":0.32359071941188,"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."}}