{"id":"W3159237914","doi":"10.3390/sym13050892","title":"Material Geometry of Binary Composites","year":2021,"lang":"en","type":"preprint","venue":"Symmetry","topic":"Nonlocal and gradient elasticity in micro/nano structures","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Homogeneity (statistics); Binary number; Continuum mechanics; Composite material; Mathematics; Materials science; Geometry; Compatibility (geochemistry); Characterization (materials science); Classical mechanics; Physics; Nanotechnology; Arithmetic","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000249993,0.0003865754,0.000778437,0.0002573668,0.00009880772,0.0001756881,0.0007458454,0.0004422971,0.002369379],"category_scores_gemma":[0.00009893134,0.0003436408,0.000247965,0.0002679767,0.0003236506,0.0000790019,0.001802367,0.0004040629,0.00006225685],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004427134,"about_ca_system_score_gemma":0.0001298762,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002869541,"about_ca_topic_score_gemma":0.000007962683,"domain_scores_codex":[0.9977086,0.0001586165,0.0006201185,0.0006603773,0.0004345627,0.0004176954],"domain_scores_gemma":[0.9985172,0.000141108,0.0003741676,0.0006844004,0.0001682869,0.00011487],"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":[0.00005877714,0.000117925,0.001913038,0.0009400232,0.00004909335,0.00004318227,0.0001208041,0.0001974079,0.9949504,0.0004672923,0.0008814201,0.0002606776],"study_design_scores_gemma":[0.0001858175,0.00007521244,0.008685611,0.0004052591,0.00008760193,0.00002628895,0.0001171502,0.00003860987,0.9880789,0.001671631,0.000236352,0.000391566],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9906543,0.001049076,0.0002073625,0.00006109424,0.006218588,0.0001938378,0.0009180587,0.0000880045,0.0006096721],"genre_scores_gemma":[0.9892737,0.00004382985,0.009576909,0.0001022343,0.0004755257,0.0000106882,0.0003594889,0.00003440657,0.0001232171],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009369547,"threshold_uncertainty_score":0.9999015,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009784045206695196,"score_gpt":0.2395133833212718,"score_spread":0.2297293381145766,"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."}}