{"id":"W7071388201","doi":"","title":"STRUCTURE DETERMINATION FROM POWDER DIFFRACTION DATA OF SOME MOISTURE-SENSITIVE NETWORK COORDINATION COMPOUNDS","year":2013,"lang":"en","type":"article","venue":"NPARC","topic":"Machine Learning in Bioinformatics","field":"Biochemistry, Genetics and Molecular Biology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Monoclinic crystal system; Orthorhombic crystal system; Powder diffraction; Ionic conductivity; Lithium (medication); Crystal structure; Adduct; Coordination complex; Electrolyte","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008679188,0.0001083524,0.0001169434,0.00002401989,0.00005766038,0.00002882673,0.000204369,0.0001479026,0.00008632856],"category_scores_gemma":[0.0001218757,0.0001007529,0.00002549178,0.00005140668,0.00004798036,0.00002998909,0.0001685557,0.000121773,0.000009682529],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001375588,"about_ca_system_score_gemma":0.00001977224,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008890213,"about_ca_topic_score_gemma":0.00003698218,"domain_scores_codex":[0.9992756,0.00006051877,0.0002048446,0.000189125,0.0001439196,0.0001259433],"domain_scores_gemma":[0.9991288,0.0000322225,0.000210618,0.0004649831,0.000130251,0.0000330819],"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":[0.00002892465,0.000025721,0.004804665,0.00002016635,0.00005100912,3.325931e-7,0.000094581,0.0003267094,0.9599366,0.0002034037,0.02104897,0.01345895],"study_design_scores_gemma":[0.001779559,0.0004175041,0.4736443,0.00008035867,0.0001382762,0.00002626983,0.0002953358,0.2637073,0.2225509,0.01512703,0.0214422,0.0007908887],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9896966,0.0000365608,0.006723552,0.0003438123,0.0002709246,0.0002223032,0.0001265889,0.00001586636,0.002563842],"genre_scores_gemma":[0.982824,0.00001115893,0.01259004,0.0002197813,0.0003950053,0.000003377772,0.003779214,0.00001292654,0.0001645011],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7373857,"threshold_uncertainty_score":0.4108583,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009501399360283744,"score_gpt":0.2521309199956617,"score_spread":0.242629520635378,"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."}}