{"id":"W6884497277","doi":"10.1021/la801416a.s001","title":"Micellization and Adsorption of a Series of Succinimide Dispersants","year":2016,"lang":"en","type":"article","venue":"Figshare","topic":"Surfactants and Colloidal Systems","field":"Chemistry","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Dispersant; Adsorption; Percolation (cognitive psychology); Succinic anhydride; Absorption (acoustics); Polymer; Aminolysis","routes":{"ca_aff":true,"ca_fund":false,"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":[0.00001175861,0.00004901594,0.00009361497,0.00001241747,0.000009101566,0.000004307635,0.00004410799,0.00004580408,0.06787474],"category_scores_gemma":[0.0001382826,0.0000332932,0.0000208997,0.00003558771,0.000005481341,0.00008745588,0.00002013564,0.00001214071,0.00002924624],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000008235718,"about_ca_system_score_gemma":0.00001146287,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001302474,"about_ca_topic_score_gemma":0.00001168078,"domain_scores_codex":[0.9996478,0.000005149504,0.0001305116,0.00008037458,0.00007854201,0.0000576163],"domain_scores_gemma":[0.9996815,0.00004184852,0.0001104659,0.00008994013,0.00005498746,0.0000213118],"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":[0.00003977102,0.0000156153,0.008357287,0.0005709882,0.00001404742,4.599585e-7,0.0001391631,5.236591e-7,0.9841801,0.00001648928,0.003381191,0.003284365],"study_design_scores_gemma":[0.0003319514,0.00001903589,0.008777946,0.003053045,0.000006337853,0.000003496951,0.0001427708,0.00002488129,0.975723,0.00002521549,0.01180341,0.00008890004],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9309724,0.0002933435,0.000001194728,0.00001904214,0.00001558502,0.00004739105,0.06353829,0.00001957107,0.005093191],"genre_scores_gemma":[0.9976003,0.00001487722,0.000005818723,0.000001774706,0.00002174265,0.000008705336,0.001232766,0.000006298328,0.001107726],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0678455,"threshold_uncertainty_score":0.9329773,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02007781602076591,"score_gpt":0.2163163710435503,"score_spread":0.1962385550227843,"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."}}