{"id":"W1980391841","doi":"10.1063/1.1362296","title":"Monte Carlo and numerical self-consistent field study of systems with end-grafted and free polymers in good solvent","year":2001,"lang":"en","type":"article","venue":"The Journal of Chemical Physics","topic":"Polymer Surface Interaction Studies","field":"Materials Science","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"Natural Sciences and Engineering Research Council of Canada; Université de Montréal","keywords":"Monte Carlo method; Polymer; Scaling; Penetration (warfare); Materials science; Statistical physics; Penetration depth; Context (archaeology); Solvent; Chemical physics; Thermodynamics; Polymer chemistry; Physics; Chemistry; Mathematics; Optics; Composite material; Statistics; Organic chemistry","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002142958,0.0001081459,0.0003341591,0.00002295278,0.00002891363,0.00002009729,0.0001571511,0.00002323873,0.000006614273],"category_scores_gemma":[0.00003062472,0.0000641375,0.00002750879,0.0001050907,0.00007760103,0.0001185442,0.0001030148,0.0001732587,3.592747e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002966408,"about_ca_system_score_gemma":0.00002087955,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005489247,"about_ca_topic_score_gemma":0.00001226784,"domain_scores_codex":[0.9990247,0.00008782813,0.0003552554,0.00009067128,0.0003043213,0.0001371563],"domain_scores_gemma":[0.9990898,0.0003189501,0.0002997977,0.0001558032,0.0000766041,0.00005909437],"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":[0.001722016,0.00158371,0.02755135,0.00006743576,0.0004030324,0.000067717,0.01285285,0.0005416699,0.9540409,0.0000270615,0.0002874741,0.0008548161],"study_design_scores_gemma":[0.006921392,0.003286978,0.007849026,0.0005106658,0.0007142997,0.001089973,0.02676443,0.001550752,0.9504244,0.0002107386,0.0001580636,0.0005192736],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9983226,0.000976452,0.00005295626,0.0003197716,0.00009539951,0.0001072601,0.000002399954,0.000006428673,0.0001167353],"genre_scores_gemma":[0.9998077,0.00003888413,0.00005185754,0.0000311387,0.00005085848,0.000002313259,2.753184e-8,0.000006844088,0.00001034154],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01970232,"threshold_uncertainty_score":0.2615451,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01280675807350308,"score_gpt":0.2416834487681668,"score_spread":0.2288766906946637,"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."}}