{"id":"W2565476982","doi":"10.1103/physrevb.92.174106","title":"Structures and stability of novel transition-metal<mml:math xmlns:mml=\"http://www.w3.org/1998/Math/MathML\"><mml:mo>(</mml:mo><mml:mrow><mml:mi>M</mml:mi><mml:mspace width=\"0.16em\"/><mml:mo>=</mml:mo><mml:mspace width=\"0.16em\"/><mml:mi>Co</mml:mi><mml:mo>,</mml:mo><mml:mspace width=\"0.16em\"/><mml:mi>Rh</mml:mi><mml:mo>,</mml:mo><mml:mspace width=\"0.16em\"/><mml:mi>Co</mml:mi><mml:mspace width=\"0.16em\"/><mml:mi mathvariant=\"normal\">and</mml:mi><mml:mspace width=\"0.16em\"/><mml:mi>Ir</mml:mi><mml:mo>)</mml:mo></mml:mrow></mml:math>borides","year":2015,"lang":"lv","type":"article","venue":"Physical Review B","topic":"Boron and Carbon Nanomaterials Research","field":"Materials Science","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Light Source (Canada); University of Saskatchewan","funders":"Natural Science Foundation of Hebei Province; Department of Education of Hebei Province; Natural Sciences and Engineering Research Council of Canada; National Natural Science Foundation of China","keywords":"Materials science; Stability (learning theory); Transition metal; Metal; Convex hull; Algorithm; Stoichiometry; Machine learning; Crystallography; Physics; Computer science; Regular polygon; Physical chemistry; Geometry; Mathematics; Chemistry; Metallurgy","routes":{"ca_aff":true,"ca_fund":true,"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":["metaresearch","metaepi_narrow","sts","scholarly_communication","open_science","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","sts","open_science","research_integrity","insufficient_payload"],"category_scores_codex":[0.01302696,0.006061184,0.003366508,0.002852558,0.007389419,0.008291426,0.01113511,0.009416746,0.1339271],"category_scores_gemma":[0.01016437,0.01052521,0.008601314,0.007219731,0.01189608,0.008147551,0.009386219,0.008714874,0.006529009],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002756297,"about_ca_system_score_gemma":0.008564606,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01064657,"about_ca_topic_score_gemma":0.008171812,"domain_scores_codex":[0.9504616,0.004594979,0.009134982,0.01029351,0.0133519,0.012163],"domain_scores_gemma":[0.9626061,0.007549411,0.01036818,0.009533287,0.001973293,0.007969704],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.008773184,0.002864577,0.00008209729,0.01015196,0.006861424,0.003539647,0.00644851,0.003090179,0.04110731,0.5469909,0.3626224,0.007467844],"study_design_scores_gemma":[0.00959456,0.007693355,0.0002407808,0.008023826,0.008792476,0.006028722,0.005973253,0.0134641,0.8988012,0.008904449,0.02274008,0.009743217],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7799605,0.01941357,0.003671471,0.007619974,0.01117137,0.0009879255,0.004807854,0.002215306,0.170152],"genre_scores_gemma":[0.9438898,0.02022996,0.007941871,0.004998011,0.007720382,0.006309503,0.003810694,0.00432701,0.000772784],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8576939,"threshold_uncertainty_score":0.9986257,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02568177853425165,"score_gpt":0.2751263558483576,"score_spread":0.249444577314106,"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."}}