{"id":"W2752653378","doi":"10.3390/sym9090188","title":"On the Form and Growth of Complex Crystals: The Case of Tsai-Type Clusters","year":2017,"lang":"en","type":"article","venue":"Symmetry","topic":"Quasicrystal Structures and Properties","field":"Materials Science","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Quasicrystal; Type (biology); Crystal (programming language); Quarter (Canadian coin); Unit (ring theory); Class (philosophy); Crystallography; Physics; Materials science; Theoretical physics; Condensed matter physics; Mathematics; Chemistry; Computer science; History; Geology; Mathematics education","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003653886,0.00007547156,0.0001302588,0.00001540164,0.0003729233,0.00006872481,0.0003211152,0.00003046414,0.0001541986],"category_scores_gemma":[0.0002373389,0.00003269271,0.00003172821,0.00003251623,0.0004757931,0.00007086046,0.0001659558,0.00005640636,0.000002954441],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000005937518,"about_ca_system_score_gemma":0.00001095152,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001348543,"about_ca_topic_score_gemma":0.0000901488,"domain_scores_codex":[0.9994851,0.00005362362,0.0001413282,0.0001012757,0.0001049388,0.0001137164],"domain_scores_gemma":[0.9991578,0.0001722045,0.0001752674,0.0004187627,0.00005291389,0.00002300289],"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":[0.0005435071,0.00005917138,0.002023819,0.0004948112,0.00006648854,0.00006812472,0.00412341,0.000007368025,0.6910157,0.2848054,0.007762733,0.009029531],"study_design_scores_gemma":[0.001258647,0.001344613,0.04445344,0.0002546475,0.0001134675,0.0007107744,0.00518845,0.0009750748,0.7133385,0.2292223,0.002616975,0.0005230603],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9941983,0.000140208,0.00001377945,0.0008019733,0.0001647354,0.000122709,0.00002989734,0.000005295342,0.004523071],"genre_scores_gemma":[0.9996219,0.0000125381,0.00008130288,0.0001827869,0.00003008996,0.000001458832,4.52043e-7,0.000005860941,0.00006366341],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05558306,"threshold_uncertainty_score":0.2868262,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03473428135783489,"score_gpt":0.2700595322929591,"score_spread":0.2353252509351242,"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."}}