{"id":"W4405154506","doi":"10.1002/xrs.3463","title":"News Article","year":2024,"lang":"en","type":"article","venue":"X-Ray Spectrometry","topic":"Advanced battery technologies research","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Political science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00006148268,0.0001154222,0.0001079947,0.000331733,0.00002590668,0.00008623852,0.0002235416,0.00007100058,0.0007188013],"category_scores_gemma":[0.0000849716,0.000108232,0.00004771066,0.001097299,0.00004326973,0.0001796503,0.0000633024,0.0003968665,0.001833835],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001571874,"about_ca_system_score_gemma":0.000008863792,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002043439,"about_ca_topic_score_gemma":0.00000278615,"domain_scores_codex":[0.9990964,0.000004836756,0.0001222808,0.0001960521,0.0001804132,0.0004000118],"domain_scores_gemma":[0.9994786,0.000126193,0.000003624046,0.0003279174,0.000008810344,0.00005482613],"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":[0.000003767525,0.0000461662,0.001855475,0.0002298031,0.0001063073,0.0003994255,0.00009397297,0.003915427,0.7866978,0.005327406,0.03401094,0.1673135],"study_design_scores_gemma":[0.0004187543,0.0003181973,0.008362658,0.0001262273,0.00002615715,0.0000899041,0.0005474401,0.1265971,0.5720308,0.02529173,0.2651983,0.0009927246],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.832407,0.00709696,0.09780964,0.001367189,0.0008885785,0.0002439696,0.00001939132,0.009621124,0.05054614],"genre_scores_gemma":[0.9921014,0.0002680178,0.006475415,0.00002881893,0.0001422311,0.00001692683,0.000001860666,0.0000491192,0.0009162598],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2311874,"threshold_uncertainty_score":0.9989433,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01102427134856846,"score_gpt":0.2632132378714896,"score_spread":0.2521889665229212,"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."}}