{"id":"W3190541071","doi":"10.3390/molecules26164802","title":"Naturally Derived Silicone Surfactants Based on Saccharides and Cysteamine","year":2021,"lang":"en","type":"article","venue":"Molecules","topic":"Marine Toxins and Detection Methods","field":"Environmental Science","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Cysteamine; Silicone; PEG ratio; Chemistry; Ethylene glycol; Pulmonary surfactant; Hydrophobe; Dispersity; Organic chemistry; Thiol; Polymer chemistry; Chemical engineering; 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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001138807,0.00009420649,0.00009899912,0.00001776698,0.00007669284,0.00003211101,0.0000566911,0.00003914392,0.001664636],"category_scores_gemma":[0.0001209844,0.00008195674,0.00002829566,0.0001207036,0.00005878216,0.00004215125,0.00009060605,0.00007968482,0.00004829495],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002411154,"about_ca_system_score_gemma":0.000007334311,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009386332,"about_ca_topic_score_gemma":0.0001125599,"domain_scores_codex":[0.999281,0.00008387592,0.0000967776,0.0002495331,0.0001579725,0.0001308777],"domain_scores_gemma":[0.9996482,0.00007169296,0.00002816485,0.0001736401,0.000007232361,0.00007107685],"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":[0.00002492092,0.00004751759,0.008655983,0.000007409244,0.000004585384,0.00008323593,0.00002431889,0.001125354,0.9287612,0.00002710662,0.0001273766,0.06111104],"study_design_scores_gemma":[0.000578006,0.0001239953,0.2538491,0.00001457797,0.000009706713,0.00003290073,0.0000395947,0.01881764,0.7209718,0.0002483506,0.0050668,0.0002474521],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.98603,0.00006495843,0.003472562,0.000315255,0.00006403161,0.00005330042,0.000003785326,0.00003437776,0.009961689],"genre_scores_gemma":[0.9784264,0.00001554442,0.01986995,0.0009102859,0.00001059077,0.000003925474,0.000003355585,0.000008724575,0.0007512099],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2451932,"threshold_uncertainty_score":0.999248,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007813140289655787,"score_gpt":0.2309394272268036,"score_spread":0.2231262869371478,"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."}}