{"id":"W2060953018","doi":"10.1063/1.1357795","title":"Computer simulation of a Langmuir trough experiment carried out on a nanoparticulate array","year":2001,"lang":"en","type":"article","venue":"The Journal of Chemical Physics","topic":"Material Dynamics and Properties","field":"Materials Science","cited_by":37,"is_retracted":false,"has_abstract":true,"ca_institutions":"University College of the North","funders":"Engineering and Physical Sciences Research Council","keywords":"Monolayer; Langmuir; Trough (economics); Surface pressure; Molecular dynamics; Materials science; Surface energy; Work (physics); Thermodynamics; Chemistry; Mechanics; Physical chemistry; Composite material; Nanotechnology; Adsorption; Physics; Computational chemistry","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":[0.0003959666,0.0003774029,0.0008625211,0.0003990356,0.0008596084,0.0006088867,0.000868034,0.00108303,0.004365521],"category_scores_gemma":[0.001447267,0.0003204818,0.0004619807,0.0007300882,0.000670406,0.0006218795,0.000364609,0.001094201,0.0002209198],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001094754,"about_ca_system_score_gemma":0.00119311,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01840016,"about_ca_topic_score_gemma":0.00914281,"domain_scores_codex":[0.9998494,0.00002478367,0.00000633142,0.00002527031,0.00004624418,0.00004790106],"domain_scores_gemma":[0.9989518,0.0006842049,0.0000399313,0.00006155959,0.0001698318,0.00009266357],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0005322002,0.0003898027,0.004380813,0.0001426131,0.00007133776,0.0003322654,0.0002626128,0.9673564,0.01335381,0.008548315,0.001027312,0.003602457],"study_design_scores_gemma":[0.00005306899,0.00008058261,0.0006445737,0.000003861998,0.00001081186,0.00001249277,0.0000343329,0.9963856,0.001929977,0.0005064245,0.0003285039,0.000009820446],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9846483,0.0001127347,0.007166379,0.0002795782,0.00003972037,0.00005438018,0.000631054,0.000222483,0.006845417],"genre_scores_gemma":[0.986433,0.0001642476,0.0104425,0.00007766523,0.00001350563,0.0001452994,0.0008062921,0.00005448311,0.00186304],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01840016,"threshold_uncertainty_score":0.03658611,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02951988187318195,"score_gpt":0.2719842244883094,"score_spread":0.2424643426151275,"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."}}