{"id":"W2085887940","doi":"10.1002/srin.201290021","title":"steel research int. 11/2012","year":2012,"lang":"en","type":"article","venue":"steel research international","topic":"Metallurgical Processes and Thermodynamics","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University Medical Centre","funders":"","keywords":"Annealing (glass); Metallurgy; Auger; Martensite; Cover (algebra); Materials science; Dew point; Engineering; Geography; Mechanical engineering; Meteorology; Microstructure","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.004244876,0.0001471978,0.0001506482,0.0005099144,0.0001803659,0.000156645,0.00083421,0.0001374205,0.004123456],"category_scores_gemma":[0.0005456347,0.0001281413,0.00007574902,0.0005535588,0.0002169051,0.0006572993,0.0003692934,0.001123194,0.001775633],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003367953,"about_ca_system_score_gemma":0.0000587398,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004440382,"about_ca_topic_score_gemma":0.00004682759,"domain_scores_codex":[0.9960868,0.000200588,0.0002756073,0.0002264118,0.002128893,0.00108175],"domain_scores_gemma":[0.9980356,0.0005618688,0.00001707555,0.0003251509,0.0006875754,0.0003726937],"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":[0.000138899,0.0006469202,0.002138412,0.0003720322,0.0004244817,0.00004864643,0.001153732,0.002997159,0.01142531,0.860531,0.08833984,0.03178357],"study_design_scores_gemma":[0.0004029701,0.00004787886,0.005270175,0.00005258171,0.000003082042,0.00001713772,0.0003366608,0.1194203,0.0004642041,0.006770528,0.8669853,0.0002291985],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3379698,0.002990126,0.004431041,0.001028027,0.002573181,0.0004548245,0.00005907401,0.0002619881,0.6502319],"genre_scores_gemma":[0.9844665,0.0005784416,0.0003029488,0.00002013753,0.001290193,0.00008274454,0.0000371635,0.00005212825,0.01316977],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8537605,"threshold_uncertainty_score":0.9990016,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1440816518658767,"score_gpt":0.4168636716026022,"score_spread":0.2727820197367256,"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."}}