{"id":"W3006023896","doi":"10.1180/emu-notes.20.6","title":"The struggle between thermodynamics and kinetics: Phase evolution of ancient and historical ceramics","year":2019,"lang":"en","type":"book-chapter","venue":"Mineralogical Society of Great Britain and Ireland eBooks","topic":"Cultural Heritage Materials Analysis","field":"Arts and Humanities","cited_by":41,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Diagenesis; Weathering; Ceramic; Mineralogy; Geology; Clay minerals; Metamorphic rock; Thermodynamic equilibrium; Materials science; Geochemistry; Thermodynamics; Metallurgy; Physics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001691147,0.0003150026,0.0005187792,0.00127461,0.00177784,0.003166071,0.001017722,0.0009848441,0.002974215],"category_scores_gemma":[0.005123768,0.0006160734,0.0004605137,0.001024249,0.007014362,0.004972188,0.001637303,0.001568849,0.0005226598],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003929563,"about_ca_system_score_gemma":0.001134936,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003836802,"about_ca_topic_score_gemma":0.002758421,"domain_scores_codex":[0.9993709,0.000153425,0.0000219316,0.0001719053,0.0002128791,0.00006904623],"domain_scores_gemma":[0.9992226,0.0003762801,0.0000925479,0.000113926,0.0001264683,0.00006814845],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0002495205,0.0000931748,0.006774004,0.0005763693,0.00008226201,0.0004332585,0.00805439,0.02653694,0.01931248,0.8875013,0.003849741,0.04653652],"study_design_scores_gemma":[0.00005462886,0.0001737291,0.0120792,0.0001945041,0.00004086354,0.0005744426,0.002137527,0.05544903,0.01143788,0.8083772,0.1092873,0.0001937107],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7387742,0.07400742,0.08007036,0.01374443,0.001166498,0.000118227,0.0005219508,0.0005694345,0.09102749],"genre_scores_gemma":[0.9737123,0.009990519,0.006387344,0.0003923812,0.0003081319,0.00005814461,0.0001495886,0.0002672019,0.008734498],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003929563,"threshold_uncertainty_score":0.02851117,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03423945898633157,"score_gpt":0.2116147725666321,"score_spread":0.1773753135803006,"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."}}