{"id":"W6966863992","doi":"10.48660/13120012","title":"Modelling Materials Microstructure Across Scales using Phase Field Methods","year":2013,"lang":"en","type":"other","venue":"PIRSA","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Microstructure; Field (mathematics); Phase (matter); Work (physics); Phase field models; Measure (data warehouse)","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0004810774,0.000626553,0.0008832763,0.0001927148,0.0001234714,0.0003470084,0.0004761436,0.0009562555,0.01295064],"category_scores_gemma":[0.00005414374,0.0005697737,0.0001493125,0.0001646474,0.0001244063,0.0001045524,0.000208923,0.0003250727,0.002381705],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009566254,"about_ca_system_score_gemma":0.0000403463,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002731651,"about_ca_topic_score_gemma":0.00004592375,"domain_scores_codex":[0.9976335,0.0003018191,0.0004394818,0.0006711473,0.0002372756,0.0007167813],"domain_scores_gemma":[0.9983678,0.00009232241,0.0005413836,0.0008053776,0.00005734414,0.0001358124],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005275604,0.00004975947,0.000004152069,0.0002967098,0.000183733,0.00001476539,0.0003898343,0.00093272,0.7755292,0.0000556433,0.2188777,0.003613052],"study_design_scores_gemma":[0.001245808,0.00003521314,3.610617e-7,0.0006632673,0.0001739194,0.00005120795,0.00006831372,0.01572815,0.3095676,0.0004479355,0.6708542,0.001163996],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.1127478,0.01095608,0.7223555,0.0000730908,0.007503065,0.003323818,0.01357097,0.002756737,0.1267129],"genre_scores_gemma":[0.004027043,0.0000859427,0.7126179,0.0002379719,0.002938438,0.00004609723,0.0003621894,0.004458025,0.2752264],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.4659616,"threshold_uncertainty_score":0.9996754,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06229814638690712,"score_gpt":0.4112935779154262,"score_spread":0.3489954315285191,"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."}}