{"id":"W4246891839","doi":"10.1179/000844311x13083153031551","title":"Preface","year":2011,"lang":"en","type":"article","venue":"Canadian Metallurgical Quarterly","topic":"Material Selection and Properties","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Materials 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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001884619,0.0001157702,0.0001441341,0.0000748773,0.0001325842,0.00008426327,0.0002220714,0.00007521359,0.06390562],"category_scores_gemma":[0.00001080469,0.00009182144,0.00005016588,0.00009879116,0.00008240714,0.0001656784,0.000005222464,0.00006480685,0.004708043],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005093886,"about_ca_system_score_gemma":0.0001176107,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.07815445,"about_ca_topic_score_gemma":0.05291479,"domain_scores_codex":[0.9990101,0.00008978875,0.0001791335,0.0002256168,0.0001130622,0.0003823164],"domain_scores_gemma":[0.999171,0.000007632048,0.00003029841,0.0001973695,0.00004283146,0.0005508307],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004601158,0.0002291498,0.0002730703,0.0001150714,0.00009994888,0.0007616001,0.01813908,0.000007055645,0.7845648,0.1409427,0.01662449,0.03778294],"study_design_scores_gemma":[0.0006187987,0.001269319,0.005957853,0.00001991602,0.00004364762,0.0001699445,0.000509753,0.0001637853,0.0720977,0.005214189,0.913083,0.0008520571],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8403068,0.00007695542,0.0003398634,0.0002060304,0.0009634782,0.0001589718,0.00002059779,0.0001413669,0.157786],"genre_scores_gemma":[0.9949777,0.000001468799,0.0006293358,0.0004898715,0.00008462473,0.00001887423,0.000002479584,0.00001245987,0.003783225],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8964586,"threshold_uncertainty_score":0.9960669,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03588374593175096,"score_gpt":0.1956415270821145,"score_spread":0.1597577811503635,"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."}}