{"id":"W4242875679","doi":"10.1179/0008443312z.00000000075","title":"Canadian Metallurgical Quarterly 2012, Volume 51","year":2012,"lang":"en","type":"article","venue":"Canadian Metallurgical Quarterly","topic":"Metallurgical Processes and Thermodynamics","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Volume (thermodynamics); Metallurgy; Materials science; Environmental science; Thermodynamics; Physics","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0007516869,0.0009407216,0.001058825,0.0007817008,0.0003840454,0.0003373954,0.0009580133,0.0007277057,0.01674736],"category_scores_gemma":[0.00002908643,0.0008740098,0.0006026731,0.0008865672,0.0002023407,0.00129113,0.00001426879,0.001016239,0.00689108],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001126941,"about_ca_system_score_gemma":0.0005313416,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.2224991,"about_ca_topic_score_gemma":0.6915363,"domain_scores_codex":[0.9942204,0.0001854828,0.0009588072,0.0006831234,0.0006210352,0.003331157],"domain_scores_gemma":[0.9905096,0.0001120485,0.00008772492,0.0009216805,0.0001484736,0.008220423],"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":[0.0003283705,0.001404885,0.001201967,0.002111308,0.009750396,0.01196065,0.01335157,0.02572967,0.002363817,0.5064324,0.08519796,0.3401671],"study_design_scores_gemma":[0.00077069,0.0003722942,0.003387299,0.00003039546,0.000253906,0.0005031227,0.0003059346,0.1553263,0.000003117856,0.001609346,0.8357307,0.001706821],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5045772,0.01314986,0.0641015,0.004372636,0.009483318,0.00258447,0.001075997,0.002293646,0.3983614],"genre_scores_gemma":[0.9925345,0.00004116848,0.0005880508,0.0006496267,0.0008759047,0.0001058556,0.0001636096,0.0002097027,0.004831546],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7505328,"threshold_uncertainty_score":0.9993711,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006565870589246362,"score_gpt":0.1853004589964469,"score_spread":0.1787345884072005,"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."}}