{"id":"W7098753913","doi":"","title":"1 Learning in Steel: Agents and Deficits","year":2014,"lang":"en","type":"article","venue":"","topic":"Natural product bioactivities and synthesis","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Steelmaking; Globalization; Work (physics); Electric arc furnace","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":[0.002714219,0.0003230762,0.000333925,0.0008987717,0.002358859,0.004746184,0.0009783687,0.003442727,0.01534757],"category_scores_gemma":[0.009828751,0.0001342747,0.0001969162,0.001061095,0.007917319,0.00682831,0.002751764,0.002120006,0.001332167],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004345286,"about_ca_system_score_gemma":0.00359341,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007301565,"about_ca_topic_score_gemma":0.004872263,"domain_scores_codex":[0.9984998,0.0007215209,0.00004652963,0.0001925176,0.000321415,0.0002182842],"domain_scores_gemma":[0.9930165,0.003907425,0.0007119572,0.0004850917,0.001108973,0.0007700805],"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":[0.00002811343,0.00006047562,0.002666923,0.0000821748,0.0000139098,0.0001429189,0.002045124,0.002500303,0.0001752878,0.9412426,0.01713007,0.03391206],"study_design_scores_gemma":[0.00002047888,0.00002204152,0.0009338296,0.0000925741,0.000005374598,0.00006714414,0.001434981,0.002161215,0.0001340744,0.9300029,0.06511492,0.00001041806],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.08829988,0.006412338,0.02099528,0.1712296,0.0003993974,0.00006571627,0.0002655903,0.0001557659,0.7121764],"genre_scores_gemma":[0.9448751,0.003889916,0.003699222,0.004803532,0.0002323604,0.00005858185,0.0001101439,0.00002803308,0.04230305],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.01534757,"threshold_uncertainty_score":0.05134273,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007954637119059976,"score_gpt":0.2229130722365861,"score_spread":0.2149584351175261,"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."}}