{"id":"W3080493275","doi":"10.21468/scipostphys.12.3.090","title":"Random quench predicts universal properties of amorphous solids","year":2022,"lang":"en","type":"article","venue":"SciPost Physics","topic":"Material Dynamics and Properties","field":"Materials Science","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"Japan Society for the Promotion of Science","keywords":"Observable; Amorphous solid; Statistical physics; Mesoscale meteorology; Dimension (graph theory); Quenching (fluorescence); Moduli; Mean field theory; Field (mathematics); Physics; Elastic modulus; Materials science; Condensed matter physics; Thermodynamics; Mathematics; Quantum mechanics; Chemistry; Crystallography","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003600936,0.0002704885,0.0002927467,0.0007666058,0.0003399892,0.0005538688,0.0004286372,0.0004607956,0.001093279],"category_scores_gemma":[0.001413381,0.0002024266,0.0002631251,0.0001778972,0.001483917,0.001304156,0.0005490156,0.0004964264,0.0001094072],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000723796,"about_ca_system_score_gemma":0.0002408006,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001522116,"about_ca_topic_score_gemma":0.001437303,"domain_scores_codex":[0.9999011,0.00001421785,0.000003518251,0.0000262086,0.00003267899,0.0000223211],"domain_scores_gemma":[0.9996259,0.0001481646,0.00006903646,0.00007685168,0.00003379444,0.00004621709],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001221614,0.0001360096,0.01215127,0.0001598527,0.00004720877,0.0005458229,0.0002940139,0.4000494,0.09384923,0.4815927,0.001369075,0.009683191],"study_design_scores_gemma":[0.000008186365,0.00002840661,0.004147112,0.000006238583,0.00000525211,0.0000601652,0.00003058912,0.8719435,0.003674004,0.1197622,0.0003172723,0.00001705416],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9180704,0.0003813648,0.07178659,0.0003416439,0.00003258256,0.00003089719,0.0001214639,0.0004415767,0.008793535],"genre_scores_gemma":[0.9982991,0.00006551282,0.001270401,0.00001800696,0.000009060002,0.000009271645,0.00002594639,0.00001900989,0.0002837736],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001522116,"threshold_uncertainty_score":0.005251527,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0151756811286939,"score_gpt":0.1946453083562879,"score_spread":0.179469627227594,"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."}}