{"id":"W4388424658","doi":"10.1103/physrevmaterials.7.115601","title":"Simple generic picture of tensile toughness in solid polymer blends","year":2023,"lang":"en","type":"article","venue":"Physical Review Materials","topic":"Force Microscopy Techniques and Applications","field":"Physics and Astronomy","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Canada First Research Excellence Fund","keywords":"Materials science; Toughness; Brittleness; Ultimate tensile strength; Polymer; Omega; Simple (philosophy); Composite material; Physics; Quantum mechanics","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":[],"consensus_categories":[],"category_scores_codex":[0.0001033434,0.0001307871,0.0004686093,0.00003088903,0.00002825571,0.00001347538,0.000158101,0.0000163502,0.000626914],"category_scores_gemma":[0.000003987103,0.0001046713,0.00009391247,0.0004015909,0.00003382247,0.00004381755,0.00008555296,0.00004736717,0.0001214184],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000006940876,"about_ca_system_score_gemma":0.00002333873,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009693319,"about_ca_topic_score_gemma":5.622601e-7,"domain_scores_codex":[0.9991751,0.00003601928,0.0003099421,0.0001854807,0.00008465051,0.000208778],"domain_scores_gemma":[0.9995034,0.00002528672,0.0001214194,0.0002832883,0.00003167852,0.000034874],"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":[0.000002201338,0.00006910637,0.0001347381,0.0003410746,0.00001004501,3.556726e-7,0.00004089274,0.00000434912,0.9736505,0.01864058,0.004591553,0.002514592],"study_design_scores_gemma":[0.00007507423,0.00001767569,0.0003985044,0.0003342409,0.00002556082,1.497067e-7,0.00001781707,0.00002682009,0.9799524,0.01090277,0.008118927,0.0001300473],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9969089,0.0006016128,0.0001564002,0.0002207778,0.00005358526,0.000465208,0.0002936586,0.00007076917,0.001229063],"genre_scores_gemma":[0.9985749,0.0003794786,0.00004970023,0.0001345048,0.0002076768,0.0002551668,0.0002115687,0.00002026979,0.0001667559],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007737808,"threshold_uncertainty_score":0.6864269,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01669678162331163,"score_gpt":0.3453271410262721,"score_spread":0.3286303594029605,"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."}}