{"id":"W2091754583","doi":"10.1006/jcis.2002.8551","title":"PEO Flocculation with Phenolic Microparticles","year":2002,"lang":"en","type":"article","venue":"Journal of Colloid and Interface Science","topic":"Particle Dynamics in Fluid Flows","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"","keywords":"Microparticle; Flocculation; Polystyrene; Ethylene oxide; Composite number; Chemical engineering; Adsorption; Colloid; Chemistry; Polymer chemistry; Materials science; Polymer; Composite material; Organic chemistry; Copolymer","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":[],"consensus_categories":[],"category_scores_codex":[0.0002273938,0.00006456466,0.00009549651,0.0001005448,0.00006558602,0.0000878615,0.0001622152,0.00002003503,0.00002739088],"category_scores_gemma":[0.00003257901,0.00004887657,0.00001508181,0.0003279519,0.0001979073,0.0004926078,0.00001933628,0.0001338556,0.000009529755],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005705352,"about_ca_system_score_gemma":0.00001279809,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":6.744828e-7,"about_ca_topic_score_gemma":0.000002445718,"domain_scores_codex":[0.9993732,0.000006953025,0.0001793404,0.00006795471,0.0002129307,0.0001596082],"domain_scores_gemma":[0.9996616,0.00001711651,0.00004420993,0.00008150783,0.0001026882,0.00009289892],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000007245235,0.00001275145,0.000991892,0.000005514893,0.000006828275,9.561907e-7,0.0006160593,0.03331075,0.9635557,0.00009204679,0.0002024999,0.001197762],"study_design_scores_gemma":[0.0003114207,0.0001526389,0.003311689,0.00004626275,0.000009583995,0.0001751966,0.0001416935,0.7621993,0.2329047,0.0000620505,0.0005935654,0.00009187979],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9949308,0.0006907937,0.002916598,0.00009001053,0.0001766509,0.00003366671,5.609466e-7,0.00001724267,0.001143682],"genre_scores_gemma":[0.9977083,0.00008634963,0.002101328,0.00001758983,0.00003105998,4.547512e-7,1.016498e-8,0.000006056968,0.00004881163],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.730651,"threshold_uncertainty_score":0.1993129,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007081119242030372,"score_gpt":0.1973092268079834,"score_spread":0.190228107565953,"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."}}