{"id":"W2797533140","doi":"10.1139/cjp-2017-0887","title":"Morphological instability at the solid–liquid interface by the maximum entropy production rate principle","year":2018,"lang":"en","type":"article","venue":"Canadian Journal of Physics","topic":"Solidification and crystal growth phenomena","field":"Materials Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Cincinnati","keywords":"Instability; Physics; Planar; Entropy production; Gravitational instability; Binary number; Growth rate; Entropy (arrow of time); Thermodynamics; Production rate; Mechanics; Statistical physics; Geometry; Mathematics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008395219,0.0001018739,0.0001278541,0.00001619748,0.0004617878,0.00008690134,0.0004607812,0.00003337182,0.0007375422],"category_scores_gemma":[0.0001953324,0.0000551233,0.00005878285,0.0001539992,0.0007170222,0.0001598931,0.00004196966,0.0001728229,0.0001581234],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002686713,"about_ca_system_score_gemma":0.0003315079,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002840755,"about_ca_topic_score_gemma":0.0009629611,"domain_scores_codex":[0.9988993,0.0002265528,0.0002863936,0.0001570742,0.0001587083,0.0002719781],"domain_scores_gemma":[0.9988522,0.00004309582,0.000265925,0.0003396923,0.0002777709,0.0002213026],"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":[0.0001035855,0.00003291942,0.0001879124,0.000005676537,0.00001171091,0.000003397843,0.001717223,0.000144248,0.9813637,0.001140165,0.01467787,0.0006116251],"study_design_scores_gemma":[0.0002066635,0.0003412013,0.001033328,0.00001353854,0.00002171392,0.00008792118,0.0005539896,0.00004583408,0.8976554,0.003869053,0.09603943,0.000131941],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9929777,0.0001173265,0.001127155,0.004201695,0.0009602467,0.0001539887,0.00002573488,0.000007302973,0.0004288644],"genre_scores_gemma":[0.9983926,0.000004871974,0.00003253573,0.0004803759,0.0006612591,0.000004779562,0.000001718645,0.000008867025,0.000412928],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08370828,"threshold_uncertainty_score":0.807557,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02614532718649539,"score_gpt":0.26769100745725,"score_spread":0.2415456802707546,"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."}}