{"id":"W2776185042","doi":"10.4171/ggd/524","title":"Panel collapse and its applications","year":2019,"lang":"en","type":"article","venue":"Groups Geometry and Dynamics","topic":"Quasicrystal Structures and Properties","field":"Materials Science","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of New Brunswick","funders":"Engineering and Physical Sciences Research Council","keywords":"Hyperplane; Cube (algebra); Rigidity (electromagnetism); Subspace topology; Group (periodic table)","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":[0.0001097023,0.00008822674,0.0001180859,0.00004018448,0.0001223943,0.00008523903,0.00008238194,0.00006085939,0.0001912462],"category_scores_gemma":[0.00001137069,0.00006985704,0.00001379956,0.0001332299,0.00004783228,0.0001204572,0.00009751281,0.00005608221,0.00006385809],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001363735,"about_ca_system_score_gemma":0.000007709757,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001972187,"about_ca_topic_score_gemma":0.00001494963,"domain_scores_codex":[0.9994355,0.00001492665,0.0001048116,0.0002054104,0.00008715944,0.0001521842],"domain_scores_gemma":[0.9996964,0.0000462664,0.00003746142,0.0001263104,0.0000253139,0.00006823408],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0002328887,0.0001107148,0.03629548,0.00117953,0.00004149117,0.000008105812,0.001099301,0.0003322233,0.5004348,0.4084707,0.0001917985,0.05160299],"study_design_scores_gemma":[0.008480201,0.002829707,0.2847573,0.0003561511,0.0003670402,0.001289262,0.0100384,0.2561942,0.05625995,0.1922673,0.1809818,0.006178765],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9965582,0.001261522,0.0005762934,0.00009801209,0.0001177914,0.0002145174,0.00007632135,0.00003474752,0.001062545],"genre_scores_gemma":[0.9984868,0.0001554331,0.0002592638,0.0001213105,0.00004176076,0.00001331995,0.00001399931,0.000007574771,0.0009005812],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4441748,"threshold_uncertainty_score":0.2848687,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009524749935094601,"score_gpt":0.2056417244225084,"score_spread":0.1961169744874138,"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."}}