{"id":"W2081000220","doi":"10.1021/la015697w","title":"Colloidal Flocculation with Poly(ethylene oxide)/Polypeptide Complexes","year":2002,"lang":"en","type":"article","venue":"Langmuir","topic":"Protein purification and stability","field":"Biochemistry, Genetics and Molecular Biology","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Flocculation; Ethylene oxide; Colloid; Poly ethylene; Chemical engineering; Oxide; Chemistry; Polymer chemistry; Materials science; Ethylene; Polymer science; Polymer; Organic chemistry; Copolymer; Catalysis; Engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00006531275,0.00009400749,0.00008461448,0.000019366,0.00008427806,0.00001763802,0.00009833262,0.00007181596,0.0001392291],"category_scores_gemma":[0.00002083142,0.00007872377,0.00003578333,0.00007690112,0.00006444502,0.000003453723,0.00002566182,0.00004750659,0.00004822138],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001028855,"about_ca_system_score_gemma":0.000008842469,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003400599,"about_ca_topic_score_gemma":0.00006670431,"domain_scores_codex":[0.9993854,0.00003811295,0.0001110281,0.0002185102,0.0001025761,0.0001444008],"domain_scores_gemma":[0.9995928,0.000004997745,0.00004389938,0.0002615191,0.00004742071,0.00004937049],"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":[0.00008795826,0.0001218713,0.01883541,0.00002076314,0.00003870144,0.000002811608,0.0001172845,0.00001694745,0.9709777,0.0008351287,0.003116759,0.005828623],"study_design_scores_gemma":[0.001124054,0.000239642,0.1934838,0.000009351753,0.0000181973,0.0000280594,0.0001042709,0.0003593788,0.5274972,0.0001052591,0.276639,0.0003918563],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9905214,0.001386859,0.001912217,0.0005927988,0.00002571126,0.0001783953,0.0000272372,0.00003667826,0.005318748],"genre_scores_gemma":[0.9956508,0.00001949668,0.001539752,0.0002791302,0.00008698739,0.00002413898,0.00009907889,0.00001199661,0.002288616],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4434806,"threshold_uncertainty_score":0.3210262,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01436081008785939,"score_gpt":0.223472431936688,"score_spread":0.2091116218488286,"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."}}