{"id":"W4414619387","doi":"10.11578/dc.20250514.4","title":"ciemss/pyciemss","year":2025,"lang":"en","type":"article","venue":"OSTI OAI (U.S. Department of Energy Office of Scientific and Technical Information)","topic":"Chemistry and Stereochemistry Studies","field":"Chemistry","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Network for Business Sustainability","funders":"","keywords":"","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002523725,0.001301939,0.00121711,0.002385765,0.00105771,0.005663758,0.002124178,0.001505934,0.1766146],"category_scores_gemma":[0.01207538,0.0008936802,0.00199794,0.002142064,0.001518516,0.005199446,0.004360125,0.002767283,0.06235779],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001793325,"about_ca_system_score_gemma":0.002694588,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006515961,"about_ca_topic_score_gemma":0.00475927,"domain_scores_codex":[0.9979342,0.0003586207,0.0001762965,0.0004955966,0.0008782863,0.0001569415],"domain_scores_gemma":[0.9956879,0.001570618,0.0001912084,0.001371956,0.0009129179,0.0002653663],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004138525,0.0001172524,0.0008571626,0.0004988945,0.0001392867,0.0004327366,0.0001806692,0.02019771,0.001232715,0.3679048,0.3217071,0.2863178],"study_design_scores_gemma":[0.0001479393,0.00002604568,0.000650605,0.0002043016,0.00003982505,0.0003471353,0.00005903273,0.1123233,0.002659827,0.3939828,0.4894971,0.00006206438],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"software","genre_scores_codex":[0.004548045,0.002090103,0.6862623,0.007974424,0.002662043,0.0002836883,0.02340181,0.0659961,0.2067815],"genre_scores_gemma":[0.2270433,0.004987926,0.4778524,0.002132254,0.002593782,0.0008227241,0.06318726,0.02312114,0.1982593],"genre_candidate":"software","genre_consensus":null,"teacher_disagreement_score":0.1766146,"threshold_uncertainty_score":0.5908346,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01019346256207612,"score_gpt":0.232489958106044,"score_spread":0.2222964955439679,"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."}}