{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001523352,0.0003480299,0.0001421053,0.0001823164,0.00009969607,0.0001776643,0.0001795336,0.0002235781,0.0007768184],"category_scores_gemma":[0.0002018227,0.00009989688,0.0001547929,0.000194634,0.0001717652,0.0002970126,0.0002639704,0.0002835566,0.0004291733],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001891183,"about_ca_system_score_gemma":0.000242607,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001673887,"about_ca_topic_score_gemma":0.000534034,"domain_scores_codex":[0.9998721,0.00002248089,0.00001750293,0.00002273765,0.00004779855,0.00001738788],"domain_scores_gemma":[0.9998879,0.00001616789,0.00004338075,0.00001124545,0.00002064493,0.00002058181],"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":[0.00002434306,0.000006877213,0.00008949194,0.00007877146,0.000002742363,0.00005461395,0.00001238482,0.00004345405,0.9979095,0.000164911,0.00001958517,0.001593308],"study_design_scores_gemma":[0.000002460321,0.00006267369,0.0002136743,0.00000447976,0.000003445459,0.0001164757,0.000006357715,0.000178084,0.9973845,0.00002016951,0.002005271,0.000002397555],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9590018,0.00539974,0.03031457,0.0001847081,0.00005671178,0.000153284,0.0004198313,0.0002246839,0.004244511],"genre_scores_gemma":[0.970251,0.002784344,0.02317735,0.0000582938,0.0000134956,0.00005994954,0.0003955267,0.00003081615,0.003229111],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0007768184,"threshold_uncertainty_score":0.002598763,"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."}}