{"id":"W2004884042","doi":"10.1016/j.chemphys.2013.07.007","title":"Discrimination of Sol and Gel states in an aging clay suspension","year":2013,"lang":"en","type":"article","venue":"Chemical Physics","topic":"Soil and Unsaturated Flow","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"Regroupement Québécois sur les Matériaux de Pointe; Polytechnique Montréal","funders":"","keywords":"Logarithm; Chemistry; Multiplicative function; Suspension (topology); Sol-gel; Colloid; Statistical physics; Intensity (physics); Colloidal silica; Quantum mechanics; Physics; Nanotechnology; Physical chemistry; Mathematical analysis; Materials science; Mathematics","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":[0.00001206382,0.00005301209,0.00007177178,0.00001118181,0.000005207481,0.000009824519,0.00002875345,0.00003237331,0.000003737066],"category_scores_gemma":[0.000003852275,0.00004777016,0.000009102186,0.00004458706,0.00001971735,0.0001672334,0.00001075422,0.00007666026,0.000002892676],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001071154,"about_ca_system_score_gemma":0.000001566043,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002302598,"about_ca_topic_score_gemma":0.000001892526,"domain_scores_codex":[0.9997378,0.000003118835,0.00007388734,0.0000625538,0.00004245717,0.00008020029],"domain_scores_gemma":[0.9998665,0.00001904302,0.000008789651,0.0000575894,0.00002116613,0.00002693459],"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":[0.000001162986,0.00001809446,0.0006222313,0.0000530974,0.000002563482,2.701125e-7,0.0006197282,0.0008592872,0.9748766,0.00007098209,0.0001192513,0.02275676],"study_design_scores_gemma":[0.0001515327,0.000006231041,0.003514364,0.00003447508,0.00000433267,2.457809e-7,0.0001068848,0.1993691,0.791409,0.005316899,0.000005962013,0.0000810553],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9993754,0.00005424625,0.0001451935,0.0000193642,0.00002651217,0.00002860594,9.507697e-7,0.00003391631,0.000315823],"genre_scores_gemma":[0.9996827,0.00001890743,0.0002059507,0.0000100895,0.00003763351,0.000003261106,0.00002740992,0.000009062718,0.000004974424],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1985098,"threshold_uncertainty_score":0.1948011,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0106531902530576,"score_gpt":0.2158463214607279,"score_spread":0.2051931312076703,"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."}}