{"id":"W1964006821","doi":"10.3390/met2030329","title":"Application of Severe Plastic Deformation Techniques to Magnesium for Enhanced Hydrogen Sorption Properties","year":2012,"lang":"en","type":"article","venue":"Metals","topic":"Hydrogen Storage and Materials","field":"Materials Science","cited_by":70,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Trois-Rivières","funders":"Norges Forskningsråd; Ministry of Education of Perm Territory","keywords":"Sorption; Magnesium; Materials science; Deformation (meteorology); Hydrogen; Metallurgy; Composite material; Adsorption; Chemistry; Physical chemistry; Organic chemistry","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006660648,0.0001034139,0.0002011468,0.00007011988,0.00005541362,0.00002176092,0.000118215,0.0000615842,0.00008982659],"category_scores_gemma":[0.00009969734,0.00008138682,0.00004258224,0.00007655178,0.00002048862,0.0005082606,0.00003767508,0.00001387139,0.0002770398],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003753553,"about_ca_system_score_gemma":0.00001420672,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002057709,"about_ca_topic_score_gemma":0.000003041642,"domain_scores_codex":[0.9991345,0.00004804626,0.0003234817,0.000130223,0.0001465349,0.0002172109],"domain_scores_gemma":[0.9994776,0.00002568056,0.0001595089,0.0001785404,0.00009721336,0.00006140996],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00004965711,0.00003624622,0.000005841387,0.0001564414,0.000002819665,1.206715e-8,0.0004531553,0.00008779918,0.9971064,0.0001904383,0.00004794656,0.001863231],"study_design_scores_gemma":[0.00008251827,0.00006739033,0.00002007733,0.00001088776,0.00003438451,0.000002827686,0.00003172266,0.00006665574,0.9954502,0.0001333506,0.003988306,0.0001116963],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8729969,0.00006504621,0.1256756,0.00003716342,0.0001491884,0.0008623093,0.00003280982,0.00008914764,0.000091815],"genre_scores_gemma":[0.9913855,0.00000130005,0.007395698,0.00007365483,0.0001483171,0.0008384106,0.00002028656,0.00001442552,0.0001224402],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1183886,"threshold_uncertainty_score":0.3560879,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02023049045834365,"score_gpt":0.2549008301169766,"score_spread":0.2346703396586329,"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."}}