{"id":"W3211255669","doi":"10.1107/s0108767321097324","title":"Crystallographic literacy – American Crystallographic Association","year":2021,"lang":"en","type":"article","venue":"Acta Crystallographica Section A Foundations and Advances","topic":"History and advancements in chemistry","field":"Chemistry","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Association of Canadian Archivists","funders":"","keywords":"Crystallography; Association (psychology); Materials science; Chemistry; Psychology","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":[0.000233172,0.0004043888,0.000427336,0.0003302438,0.001014861,0.0003340151,0.0002103087,0.0001999661,0.001357436],"category_scores_gemma":[0.0003039762,0.0004486566,0.0002797082,0.00173558,0.0004846434,0.001232365,0.0001050278,0.0005554263,9.032613e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001576657,"about_ca_system_score_gemma":0.0001029393,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002438706,"about_ca_topic_score_gemma":0.0002176193,"domain_scores_codex":[0.9973743,0.00008159495,0.0006017932,0.0008994165,0.0004829626,0.0005599384],"domain_scores_gemma":[0.9978592,0.0003296512,0.0005806535,0.0005305359,0.000454951,0.0002450274],"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":[0.0000606641,0.0005229887,0.06216097,0.0003003058,0.0003679704,0.00003859515,0.0002991098,0.00004669681,0.9158014,0.0005662168,0.0004316509,0.01940343],"study_design_scores_gemma":[0.000687249,0.00004892902,0.002182626,0.00008976026,0.0001104305,0.000087041,0.0009323864,0.00005834583,0.0009675209,0.002438702,0.9918329,0.0005641092],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9636884,0.003227387,0.002008012,0.001201955,0.0007163283,0.0001417637,0.0001333387,0.0005768205,0.02830602],"genre_scores_gemma":[0.9857582,0.007155421,0.002460714,0.0003153246,0.0003458594,0.0001069351,0.0003866601,0.00004727628,0.003423612],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9914013,"threshold_uncertainty_score":0.9997965,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00684437388793712,"score_gpt":0.2593329699206628,"score_spread":0.2524885960327257,"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."}}