{"id":"W4318472641","doi":"10.3390/membranes13020165","title":"Impact of Pollutant Ozone on the Biophysical Properties of Tear Film Lipid Layer Model Membranes","year":2023,"lang":"en","type":"article","venue":"Membranes","topic":"Ocular Surface and Contact Lens","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"Natural Sciences and Engineering Research Council of Canada; Concordia University","keywords":"Membrane; Chemical engineering; Chemistry; Fatty alcohol; Ternary operation; Miscibility; Chromatography; Organic chemistry; Polymer; Biochemistry","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":[0.0001893161,0.0001877378,0.0004662907,0.0001161565,0.00005515997,0.000008513236,0.0001495116,0.00008120312,0.0001158549],"category_scores_gemma":[0.0001098123,0.00009545436,0.0003391025,0.0003715806,0.000128657,0.00005796348,0.00004569082,0.0001560653,0.0001076402],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001860679,"about_ca_system_score_gemma":0.0001303228,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002020655,"about_ca_topic_score_gemma":0.000006801118,"domain_scores_codex":[0.9988037,0.00005324424,0.0002779401,0.000194745,0.0004064914,0.0002638159],"domain_scores_gemma":[0.9991931,0.00007331252,0.00008932435,0.0004815058,0.00009363893,0.00006906619],"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":[0.0005453356,0.000236547,0.001631,0.0004415583,0.0002291846,0.00001210894,0.00106231,0.003581528,0.9915921,0.0002432414,0.0001520713,0.0002730061],"study_design_scores_gemma":[0.001043468,0.0008278221,0.0143648,0.0004694322,0.0001790223,0.000006157233,0.0006113286,0.05647396,0.9255352,0.00006114727,0.0002266873,0.0002009892],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.996665,0.0002271735,0.000002804506,0.001744609,0.00005678238,0.0003249301,0.00004024845,0.00007456105,0.0008638698],"genre_scores_gemma":[0.9974247,0.0002340897,0.00001203306,0.0001248222,0.00009791675,0.00001331336,0.000005521685,0.00003303256,0.002054622],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06605691,"threshold_uncertainty_score":0.3892516,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04363272329673982,"score_gpt":0.2779026099597018,"score_spread":0.234269886662962,"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."}}