{"id":"W4366748245","doi":"10.1016/j.jciso.2023.100085","title":"Biophysical investigation of vape additives with complex lung surfactant model systems and physiological surfactant extracts","year":2023,"lang":"en","type":"article","venue":"JCIS Open","topic":"Surfactants and Colloidal Systems","field":"Chemistry","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Pulmonary surfactant; Lung; Chemistry; Chemical engineering; Medicine; Internal medicine; Biochemistry; Engineering","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002284768,0.0002831452,0.0002096215,0.000238836,0.0001567635,0.0003078264,0.0002216479,0.0003277867,0.0006968573],"category_scores_gemma":[0.000470302,0.0001137675,0.0002031469,0.0003349041,0.0001975605,0.0002372773,0.0002017286,0.0004887983,0.0001295185],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001888581,"about_ca_system_score_gemma":0.0001369114,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001198394,"about_ca_topic_score_gemma":0.001092955,"domain_scores_codex":[0.9997292,0.00006017359,0.00002207086,0.00005098963,0.00009693163,0.00004061152],"domain_scores_gemma":[0.9997343,0.00008692702,0.00005466849,0.00002304844,0.00007378308,0.00002717298],"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":[0.00005269752,0.00002038092,0.0002504345,0.00004033256,0.000009992925,0.00003066602,0.00002860659,0.00007256449,0.998915,0.00003446512,0.00001397842,0.0005307985],"study_design_scores_gemma":[0.00000618819,0.0003605272,0.003857263,0.000009340697,0.00002092144,0.00008823322,0.00006256469,0.001271406,0.993222,0.00003179178,0.001062995,0.000006761602],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9960134,0.001273163,0.001773096,0.00004051868,0.00001954335,0.00002887357,0.0001369887,0.0000196398,0.0006946675],"genre_scores_gemma":[0.9948487,0.001074157,0.002316437,0.00004137743,0.00001174971,0.00003278789,0.0004184826,0.00001430303,0.001242052],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001198394,"threshold_uncertainty_score":0.002382874,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09010373475102099,"score_gpt":0.2927306923472804,"score_spread":0.2026269575962595,"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."}}