{"id":"W2125669486","doi":"10.1002/mats.200800066","title":"Thermodynamic Modeling of Polymer Solution Interface","year":2008,"lang":"en","type":"article","venue":"Macromolecular Theory and Simulations","topic":"Phase Equilibria and Thermodynamics","field":"Engineering","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Polymer; Polystyrene; Surface tension; Thermodynamics; Function (biology); Activity coefficient; Materials science; Chemistry; Statistical physics; Aqueous solution; Physics; Physical chemistry; Composite material","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":[0.00007707722,0.00009764685,0.0001111185,0.00006224796,0.00008315015,0.000005372691,0.00006099379,0.00005158725,0.00003416979],"category_scores_gemma":[0.00001027548,0.000101035,0.00004421383,0.00008607955,0.00006075233,0.00008036751,0.00002189057,0.00007179626,0.000002782372],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001315074,"about_ca_system_score_gemma":0.000007294866,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003293912,"about_ca_topic_score_gemma":0.000002979421,"domain_scores_codex":[0.9995204,0.00005255091,0.0001498516,0.0000942343,0.00006128127,0.000121709],"domain_scores_gemma":[0.9997304,0.00004806394,0.00001622692,0.0001505515,0.00001867223,0.00003605031],"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":[0.00002205566,0.00001817022,0.00004323871,0.0000145009,0.00005291435,0.000004790411,0.0005292233,0.5920114,0.3906166,0.01635494,7.523803e-7,0.0003314259],"study_design_scores_gemma":[0.0002060355,0.00001157668,0.00003393646,0.00001274913,0.00001859097,0.00001565539,0.00001816859,0.9743786,0.01160126,0.01359514,0.000004840975,0.0001034715],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6128997,0.0005436875,0.3851394,0.000003311751,0.00003768403,0.00004439029,0.00001286005,0.0000576809,0.001261284],"genre_scores_gemma":[0.9997559,0.00002820181,0.0001037206,0.00000815329,0.00001188072,0.000001977297,0.00001406649,0.00002351737,0.00005255607],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3868562,"threshold_uncertainty_score":0.4120088,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009296237136678147,"score_gpt":0.2216598976585981,"score_spread":0.21236366052192,"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."}}