{"id":"W2057217247","doi":"10.1016/j.scriptamat.2004.06.030","title":"Discussion to “Grain nucleation and growth during phase transformations” by S.E. Offerman et al., Science, 298, 1003 (November 1, 2002)","year":2004,"lang":"en","type":"article","venue":"Scripta Materialia","topic":"Microstructure and Mechanical Properties of Steels","field":"Engineering","cited_by":17,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"Iowa State University","keywords":"Nucleation; Materials science; Isothermal process; Synchrotron; Isothermal transformation diagram; Thermodynamics; Crystallography; Diffraction; Ferrite (magnet); Diffusion; Condensed matter physics; Phase (matter); Metallurgy; Microstructure; Bainite; Austenite; Physics; Composite material; Chemistry; Nuclear physics; Optics; Quantum mechanics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003867449,0.001114722,0.001253997,0.001439475,0.00363512,0.003163414,0.004560443,0.007953845,0.01455546],"category_scores_gemma":[0.006682876,0.0005033975,0.001718109,0.001627796,0.003778593,0.006735642,0.00303851,0.009822418,0.008301363],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003709464,"about_ca_system_score_gemma":0.00246305,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00730124,"about_ca_topic_score_gemma":0.00631289,"domain_scores_codex":[0.9978935,0.0003392405,0.0001360456,0.0006552623,0.0006961683,0.0002797588],"domain_scores_gemma":[0.9979068,0.0008214319,0.0001837075,0.000162171,0.0006714317,0.0002545334],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001364561,0.00007298154,0.0003307029,0.0006688504,0.00004446499,0.0003313741,0.0003079957,0.0004085173,0.003169617,0.050158,0.9240023,0.0203687],"study_design_scores_gemma":[0.00003125086,0.00003667469,0.0007523612,0.0001429346,0.00002407958,0.0002358227,0.0001948649,0.0003890947,0.005289339,0.02710226,0.9657669,0.00003427238],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.002849123,0.08811639,0.01097801,0.6326471,0.2445443,0.000132416,0.0009304688,0.0003245001,0.01947765],"genre_scores_gemma":[0.02996355,0.08686479,0.005825957,0.5637153,0.1924835,0.0004026115,0.001285233,0.0004198933,0.1190392],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.01455546,"threshold_uncertainty_score":0.04869282,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006399845150946776,"score_gpt":0.2269658738988366,"score_spread":0.2205660287478899,"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."}}