{"id":"W2559078372","doi":"10.1107/s2053273314089682","title":"Applications of the Twinning CIF Dictionary 1.0 for Twinned Crystals","year":2014,"lang":"en","type":"article","venue":"Acta Crystallographica Section A Foundations and Advances","topic":"Crystallization and Solubility Studies","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Brockhouse Institute for Materials Research","funders":"","keywords":"Crystal twinning; Computer science; Presentation (obstetrics); Set (abstract data type); Software; Information retrieval; Programming language; Crystallography; Chemistry","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":[0.0003910583,0.0001367271,0.0001937332,0.0001423746,0.001095745,0.00008450785,0.0001645551,0.00005897778,0.00009276778],"category_scores_gemma":[0.0002134104,0.0001056106,0.0001160167,0.0005868779,0.0004564557,0.0003897966,0.00007440245,0.00006947941,1.815006e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001750078,"about_ca_system_score_gemma":0.00002816058,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000182976,"about_ca_topic_score_gemma":0.0002761558,"domain_scores_codex":[0.9988487,0.00008467579,0.0003754979,0.0003285021,0.0001883079,0.0001742676],"domain_scores_gemma":[0.9987741,0.000349944,0.0002604704,0.0002925869,0.0002728004,0.00005006305],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008003861,0.0003340476,0.01161668,0.0003240239,0.00007077643,4.534894e-8,0.000946466,0.0005706318,0.9513724,0.02567138,0.0006030632,0.00841044],"study_design_scores_gemma":[0.0004005684,0.00008846103,0.006758531,0.00002851547,0.00004320636,0.000005134501,0.0007446776,0.0006677279,0.0003321435,0.01412666,0.9766464,0.0001579812],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4340187,0.000612121,0.5569444,0.003262668,0.000885011,0.0017174,0.0001316273,0.0002520247,0.002175994],"genre_scores_gemma":[0.9965978,0.0002236234,0.002234567,0.0001593066,0.000138193,0.0003767657,0.00002634125,0.00001288728,0.000230536],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9760433,"threshold_uncertainty_score":0.8427698,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01071284024061697,"score_gpt":0.2653902703323275,"score_spread":0.2546774300917106,"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."}}