{"id":"W2781136263","doi":"10.2495/cmem-v6-n3-571-583","title":"Low dimensionality materials: Origin of the reduced dimensonality in tin(ii) fluoridecontaining compounds and its study by X-Ray diffraction and Mössbauer spectroscopy","year":2017,"lang":"en","type":"article","venue":"International Journal of Computational Methods and Experimental Measurements","topic":"X-ray Diffraction in Crystallography","field":"Materials Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"","keywords":"Mössbauer spectroscopy; Tin; Diffraction; Materials science; Curse of dimensionality; Spectroscopy; Crystallography; X-ray crystallography; Analytical Chemistry (journal); Chemistry; Physics; Metallurgy; Optics; Computer science; Chromatography; Artificial intelligence","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":[0.002777945,0.0001897244,0.0003735783,0.0001310656,0.0003670299,0.0002318157,0.0003515773,0.00005178555,0.00004667352],"category_scores_gemma":[0.0002965402,0.0001489269,0.00005682191,0.00004722605,0.0002000028,0.000656882,0.0002733678,0.0001601625,2.99374e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001457331,"about_ca_system_score_gemma":0.000059028,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001294119,"about_ca_topic_score_gemma":0.000003844372,"domain_scores_codex":[0.9972368,0.0006169174,0.0008113559,0.0002875916,0.0008992561,0.0001480661],"domain_scores_gemma":[0.9979309,0.0002403428,0.001161551,0.0001392717,0.0004365868,0.00009137447],"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":[0.0004723188,0.0006345623,0.03917287,0.00001024513,0.000111379,0.000002519818,0.0006447213,0.0001283077,0.958445,0.0001191294,0.0000397905,0.0002191421],"study_design_scores_gemma":[0.002131681,0.000253923,0.4195193,0.0001297255,0.00002440265,0.00004545697,0.000493166,0.00016024,0.5753898,0.001675337,0.00004878999,0.0001281725],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9968375,0.0003647287,0.0004614574,0.0003822464,0.001624847,0.0002499568,0.00003659287,0.000005106949,0.00003759063],"genre_scores_gemma":[0.9845063,0.00001450581,0.0152736,0.00007210516,0.0001000297,0.00001068077,0.000003676113,0.00001165153,0.000007426195],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3830552,"threshold_uncertainty_score":0.6073061,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0661253220978846,"score_gpt":0.4196394735992564,"score_spread":0.3535141515013718,"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."}}