{"id":"W2070515799","doi":"10.1063/1.2776261","title":"Bidirectional mapping between self-consistent field theory and molecular dynamics: Application to immiscible homopolymer blends","year":2007,"lang":"en","type":"article","venue":"The Journal of Chemical Physics","topic":"Block Copolymer Self-Assembly","field":"Materials Science","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Statistical physics; Molecular dynamics; Representation (politics); Monte Carlo method; Field (mathematics); Particle (ecology); Field theory (psychology); Work (physics); Polymer; Materials science; Physics; Thermodynamics; Mathematics; Statistics; Quantum mechanics","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":[0.001328757,0.0001299711,0.0002146868,0.00005037493,0.00008321146,0.00003395157,0.0003221696,0.00006620705,0.00001169497],"category_scores_gemma":[0.00004568906,0.0000968866,0.0000758251,0.0002295016,0.00005972603,0.0001117468,0.0001182191,0.000221211,0.00001436236],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001124506,"about_ca_system_score_gemma":0.00008131708,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001474177,"about_ca_topic_score_gemma":7.990434e-7,"domain_scores_codex":[0.9988183,0.00007885401,0.0003715353,0.0001369251,0.0003573322,0.0002370175],"domain_scores_gemma":[0.9986877,0.0005829443,0.000242643,0.0002170401,0.0001259284,0.0001437867],"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":[0.00007583788,0.00004171586,0.000124638,0.00001200546,0.00004922783,0.000001793878,0.0004065006,0.000008713457,0.9887013,0.002743587,0.00009710086,0.007737539],"study_design_scores_gemma":[0.0001762477,0.00005256728,0.00009426709,0.00002558631,0.0001060539,0.00004334637,0.0001618862,0.00007945285,0.9857808,0.01324339,0.000119385,0.000117009],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8669351,0.0002902157,0.1311224,0.0008005729,0.0001186651,0.00008504624,0.000003280151,0.00002599628,0.0006187647],"genre_scores_gemma":[0.9970481,0.000006699845,0.002025349,0.0004419764,0.0004393511,0.000002061767,0.000001160723,0.00001601866,0.00001922399],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1301131,"threshold_uncertainty_score":0.3950921,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005954390715812002,"score_gpt":0.2386401107987208,"score_spread":0.2326857200829088,"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."}}