{"id":"W4252223372","doi":"10.3138/9781442627666","title":"Working in Steel","year":2008,"lang":"en","type":"book","venue":"University of Toronto Press eBooks","topic":"Metallurgy and Material Forming","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00004206392,0.0001584742,0.000299247,0.00002579302,0.00003240653,0.000004581763,0.0002442327,0.0002425032,0.0001182518],"category_scores_gemma":[0.000001313966,0.0002125451,0.00008019836,7.292332e-7,0.00004911355,0.0000718166,0.0000849519,0.0001320392,0.000004941779],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002939896,"about_ca_system_score_gemma":0.00003934146,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00714205,"about_ca_topic_score_gemma":0.01375403,"domain_scores_codex":[0.9994717,0.00001194984,0.0001242734,0.000129104,0.0001077003,0.000155284],"domain_scores_gemma":[0.9996807,0.0000168558,0.00005374952,0.000192467,0.00001394796,0.00004230631],"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":[0.001268473,0.0001858858,0.00005363173,0.00653031,0.00312516,0.003765088,0.1081351,0.01712462,0.01199628,0.2957798,0.3200594,0.2319762],"study_design_scores_gemma":[0.0002470814,0.000009880659,0.00001324998,0.0002734422,0.00002500276,0.000002669328,0.00001340663,0.0001862618,0.0002485618,0.00004221469,0.9987458,0.0001924354],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0002517251,0.00140645,0.00006770346,2.463125e-7,0.000473701,0.0001256984,0.000005600647,0.00009216866,0.9975767],"genre_scores_gemma":[0.001765488,0.001019372,0.0003517337,0.000002397009,0.00006521181,1.6994e-7,0.00001274559,0.0000267921,0.9967561],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6786863,"threshold_uncertainty_score":0.9994695,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01875483285008556,"score_gpt":0.1713397515301505,"score_spread":0.1525849186800649,"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."}}