{"id":"W2002606306","doi":"10.1093/amrx/abm006","title":"Phase Transitions in a Relaxation Model of Mixed Type with Periodic Boundary Condition","year":2007,"lang":"en","type":"article","venue":"Applied Mathematics Research eXpress","topic":"Advanced Mathematical Modeling in Engineering","field":"Computer Science","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Champlain Regional College; McGill University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Relaxation (psychology); Mathematics; Mathematical analysis; Periodic boundary conditions; Viscosity; Type (biology); Boundary value problem; Boundary (topology); Initial value problem; Phase (matter); Conjecture; Steady state (chemistry); Phase transition; Physics; Pure mathematics; Thermodynamics; Chemistry; Quantum mechanics","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":[0.0006169915,0.0005709447,0.0006838624,0.0006060142,0.0004081962,0.0009866317,0.0008518204,0.001243109,0.001407278],"category_scores_gemma":[0.002193595,0.0004235727,0.0008250653,0.000292872,0.001102278,0.001261983,0.001156711,0.0007452708,0.000149919],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005718697,"about_ca_system_score_gemma":0.000518157,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002980463,"about_ca_topic_score_gemma":0.001180971,"domain_scores_codex":[0.9998586,0.00003833202,0.000007210062,0.00002624,0.0000231308,0.0000464804],"domain_scores_gemma":[0.9993457,0.0002335883,0.0002195894,0.00003310233,0.00005495591,0.0001130803],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0005611072,0.0002523731,0.004071501,0.0002204853,0.000138202,0.00120174,0.0005520731,0.8082131,0.03430348,0.1431756,0.0008695871,0.006440828],"study_design_scores_gemma":[0.00003956812,0.00006672897,0.0002933069,0.000007731994,0.00001031229,0.00005435789,0.00005027695,0.9904564,0.0008353058,0.00797381,0.0001995098,0.00001270628],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8287019,0.0004910932,0.1642015,0.0005843738,0.00004241904,0.00005007159,0.00006289572,0.0001148937,0.005750953],"genre_scores_gemma":[0.9848832,0.0001432295,0.01090567,0.00008277578,0.00002261119,0.00006834641,0.0000538922,0.00002959525,0.003810594],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002980463,"threshold_uncertainty_score":0.005926251,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06492019210532322,"score_gpt":0.3603777365321978,"score_spread":0.2954575444268746,"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."}}