{"id":"W1975594193","doi":"10.1103/physreve.71.051606","title":"Continuum model for mesh crystallization","year":2005,"lang":"en","type":"article","venue":"Physical Review E","topic":"nanoparticles nucleation surface interactions","field":"Earth and Planetary Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Crystallization; Materials science; Growth model; Kinetic energy; Polymer; Chemical physics; Kinetics; Domain (mathematical analysis); Thermodynamics; Simple (philosophy); Statistical physics; Physics; Classical mechanics; Mathematics; Composite material; Mathematical analysis","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003010354,0.0006551835,0.0008084148,0.0008491384,0.001066386,0.001756661,0.001765526,0.002575243,0.01084315],"category_scores_gemma":[0.001314129,0.0003607597,0.001034375,0.0006041177,0.001459847,0.001649356,0.001329822,0.001262404,0.001365833],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001560727,"about_ca_system_score_gemma":0.0009706555,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009132737,"about_ca_topic_score_gemma":0.003465544,"domain_scores_codex":[0.9997759,0.00006246945,0.000008565487,0.00003579868,0.00007676733,0.00004047048],"domain_scores_gemma":[0.9996811,0.0001173443,0.00003657408,0.00003011777,0.00007139875,0.0000635013],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0000381048,0.0000545079,0.0003877796,0.00005636757,0.00002234381,0.0002828075,0.0001105433,0.4308636,0.002265667,0.5577617,0.004357278,0.003799367],"study_design_scores_gemma":[0.00002733829,0.00001075317,0.0001015749,0.000009664966,0.000004631556,0.000053134,0.00002878991,0.9013025,0.0001627511,0.09349097,0.00479694,0.00001091526],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.08334617,0.003512812,0.697017,0.005766994,0.001053381,0.0002378956,0.001513059,0.000927837,0.2066249],"genre_scores_gemma":[0.8041109,0.002096648,0.07188041,0.0007402684,0.0004588194,0.0007585953,0.000802396,0.0003886789,0.1187633],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01084315,"threshold_uncertainty_score":0.03627396,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03399923356475213,"score_gpt":0.3094226810710699,"score_spread":0.2754234475063178,"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."}}