{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001937113,0.0001687612,0.0002788801,0.00008416393,0.0001959433,0.00006205727,0.0002754482,0.000136196,0.0001980886],"category_scores_gemma":[0.0001688203,0.0001566136,0.0001033891,0.0003466806,0.0006468417,0.0003033796,0.0002402418,0.00009955448,0.000003921447],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003396454,"about_ca_system_score_gemma":0.00008577341,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009185006,"about_ca_topic_score_gemma":0.000002570918,"domain_scores_codex":[0.9986393,0.000004678079,0.0006191295,0.0002138384,0.0003167016,0.000206293],"domain_scores_gemma":[0.9989234,0.0001252068,0.0002549561,0.0003842587,0.0002391056,0.00007306415],"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":[0.0007342501,0.001614301,0.01890898,0.005132681,0.0006918968,0.000007150245,0.00003854972,0.0001391888,0.6812074,0.1665604,0.105692,0.01927314],"study_design_scores_gemma":[0.0007742871,0.00002966775,0.006856833,0.0002553354,0.00008330854,0.00001210396,0.0000423979,0.00001773819,0.74238,0.0007270323,0.2485526,0.0002686629],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3656673,0.0002867845,0.0005145314,0.000215092,0.0001295034,0.00004345017,0.0001657213,0.00007224698,0.6329053],"genre_scores_gemma":[0.9946222,0.00005572328,0.0004513457,0.00005348932,0.00001500126,0.00002097198,0.0008317829,0.000003342473,0.00394618],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6289592,"threshold_uncertainty_score":0.6386518,"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."}}