{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001777656,0.0009670288,0.0009389624,0.003048659,0.003346321,0.005078521,0.001801799,0.001624509,0.5105823],"category_scores_gemma":[0.01226465,0.0003768356,0.0005788269,0.002876419,0.0007295698,0.00303437,0.00195801,0.002454231,0.3235867],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003560981,"about_ca_system_score_gemma":0.006703603,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02188164,"about_ca_topic_score_gemma":0.03044623,"domain_scores_codex":[0.9984092,0.0001141104,0.0001011772,0.0002074329,0.001023359,0.0001447546],"domain_scores_gemma":[0.9896591,0.000805627,0.0002476996,0.0006181376,0.007138658,0.001530693],"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":[0.000009401955,0.000005621096,0.0000440498,0.00005282675,8.170114e-7,0.00001477631,0.00002916046,0.00001606834,0.00005342494,0.0008843906,0.9773641,0.02152541],"study_design_scores_gemma":[0.000001549345,0.000004781844,0.0001677556,0.0000453803,7.910148e-7,0.00002297672,0.00003574933,0.00001065008,0.00002582219,0.0003486644,0.9993332,0.000002691756],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"editorial","genre_scores_codex":[0.001111556,0.01824068,0.003577395,0.05607854,0.2954726,0.0007066323,0.01731086,0.002309124,0.6051926],"genre_scores_gemma":[0.003444003,0.009468833,0.001872099,0.00811936,0.0324192,0.000205812,0.01036952,0.0009269506,0.9331742],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.5105823,"threshold_uncertainty_score":0,"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."}}