{"id":"W2519133187","doi":"10.1021/acs.langmuir.6b02945","title":"Model Lung Surfactant Films: Why Composition Matters","year":2016,"lang":"en","type":"article","venue":"Langmuir","topic":"Inhalation and Respiratory Drug Delivery","field":"Medicine","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"Argonne National Laboratory; Natural Sciences and Engineering Research Council of Canada; Office of Science; Canada Foundation for Innovation; U.S. Department of Energy","keywords":"Pulmonary surfactant; Brewster's angle; Monolayer; Chemistry; Viscoelasticity; Rheology; Counterion; Chemical engineering; Phase (matter); Membrane; Thermodynamics; Crystallography; Materials science; Organic chemistry; Composite material; Ion; Optics","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":[0.00005422949,0.00007222027,0.0001094545,0.00005197367,0.00004880078,0.000006885013,0.00003278455,0.00005210916,0.0004438861],"category_scores_gemma":[0.000003538118,0.00004284403,0.00005160963,0.00004506883,0.00003014772,0.0000674115,0.00001302211,0.00004675183,0.0002587823],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003835926,"about_ca_system_score_gemma":0.00001842318,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004133733,"about_ca_topic_score_gemma":8.930384e-7,"domain_scores_codex":[0.9994917,0.0000178916,0.0001145907,0.0001151545,0.0001351812,0.000125512],"domain_scores_gemma":[0.9997253,0.00001715577,0.00003202899,0.0001215774,0.00004525117,0.00005864882],"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":[0.0001423287,0.00008775586,0.004703528,0.0000834304,0.00004679282,0.00006227079,0.0003052581,0.00009399943,0.6789472,0.0005763575,0.313719,0.001232078],"study_design_scores_gemma":[0.0230711,0.00052468,0.06475616,0.002424266,0.0007011077,0.0005540017,0.0006816167,0.3329785,0.3905273,0.0003742747,0.1810962,0.00231086],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9699055,0.00008846668,0.005762046,0.01633527,0.000144852,0.000184638,0.00003251384,0.0001607361,0.007385954],"genre_scores_gemma":[0.9833554,0.000008405774,0.0004173933,0.01342267,0.00006966911,0.000004558637,0.00001868099,0.00001442261,0.002688813],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3328845,"threshold_uncertainty_score":0.4860241,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01938230384941596,"score_gpt":0.2596368734748951,"score_spread":0.2402545696254791,"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."}}