{"id":"W2045334254","doi":"10.1017/s0022112006009268","title":"Solidification of colloidal suspensions","year":2006,"lang":"en","type":"article","venue":"Journal of Fluid Mechanics","topic":"Material Dynamics and Properties","field":"Materials Science","cited_by":188,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Supercooling; Materials science; Volume fraction; Instability; Brownian motion; Diffusion; Nucleation; Suspension (topology); Thermodynamics; Porous medium; Mechanics; Porosity; Physics; Composite material","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":[0.0005509359,0.00006421133,0.0001901658,0.00006570139,0.00004672115,0.00003201584,0.0001686339,0.00004772833,0.0002317682],"category_scores_gemma":[0.00005014236,0.00004788881,0.00006417799,0.00006883439,0.00001510218,0.0001118257,0.00002952246,0.0000454937,0.00001356078],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002555978,"about_ca_system_score_gemma":0.00008107038,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004539866,"about_ca_topic_score_gemma":0.00001373657,"domain_scores_codex":[0.9990662,0.00004433831,0.0004848395,0.00006117068,0.0002357769,0.00010771],"domain_scores_gemma":[0.9991303,0.00002254245,0.000368631,0.0001180125,0.0003252409,0.00003524224],"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":[0.00005855643,0.00004328172,0.000006179876,0.00001287043,0.000002691581,0.000003081723,0.00003252563,0.0004150893,0.9653946,0.03322438,0.0007376972,0.00006905558],"study_design_scores_gemma":[0.000232487,0.0001854029,0.00007080406,0.00003549124,0.00002118218,0.00004735752,0.00004355741,0.003493297,0.984038,0.009971377,0.001798105,0.0000629382],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9915799,0.000185566,0.006628154,0.0001681123,0.001034348,0.00005516571,0.00001116111,0.000006576353,0.0003310161],"genre_scores_gemma":[0.9966201,0.00006410103,0.002925899,0.00002222113,0.0001628247,6.04065e-7,0.000001468752,0.000007893182,0.0001949247],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.023253,"threshold_uncertainty_score":0.25377,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0098408322294385,"score_gpt":0.210603523076811,"score_spread":0.2007626908473725,"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."}}