{"id":"W2301138734","doi":"10.14288/1.0078583","title":"The principle of additivity and the proeutectoid ferrite transformation","year":2011,"lang":"en","type":"article","venue":"Open Collections","topic":"Microstructure and Mechanical Properties of Steels","field":"Engineering","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Ferrite (magnet); Additive function; Transformation (genetics); Materials science; Mathematics; Mathematical analysis; Chemistry; Composite material","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":[],"consensus_categories":[],"category_scores_codex":[0.0001689629,0.00004771159,0.00007441988,0.000007757425,0.0008079303,0.0001212858,0.0001449193,0.00003366782,0.0000908839],"category_scores_gemma":[0.0000179087,0.00002454982,0.00002292886,0.0001341296,0.00007156519,0.0001277607,0.00003596921,0.0001125887,0.000001159625],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001040597,"about_ca_system_score_gemma":0.00001176768,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004517247,"about_ca_topic_score_gemma":0.0007189716,"domain_scores_codex":[0.9996988,0.00002445591,0.000115125,0.00004538238,0.00003979935,0.00007644355],"domain_scores_gemma":[0.9997847,0.00004105027,0.00001689025,0.0001140687,0.00002562207,0.00001765864],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.005342651,0.0004608585,0.00002916945,0.001135459,0.001930584,0.000004576474,0.04944252,0.00163352,0.105839,0.3357084,0.3071249,0.1913483],"study_design_scores_gemma":[0.003527676,0.0002165445,0.0006514877,0.00005437697,0.0001073373,0.00005264891,0.0007964138,0.01111021,0.245635,0.02303151,0.7144926,0.0003242944],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.02345712,0.0005365578,0.005285012,0.00025973,0.000458104,0.002557407,0.00008083729,0.00009905763,0.9672661],"genre_scores_gemma":[0.991337,0.0001614792,0.0001921254,0.00002227675,0.00001265903,0.000120737,0.000001265061,0.000007328611,0.008145143],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9678798,"threshold_uncertainty_score":0.6214028,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01772775824760584,"score_gpt":0.2052562145990704,"score_spread":0.1875284563514646,"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."}}