{"id":"W2971553211","doi":"10.1021/acsenergylett.9b01883","title":"Energy Selects","year":2019,"lang":"en","type":"article","venue":"ACS Energy Letters","topic":"Experimental and Theoretical Physics Studies","field":"Physics and Astronomy","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institut National de la Recherche Scientifique","funders":"","keywords":"Energy (signal processing); Materials science; Environmental science; Chemistry; Physics","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":[0.00001593041,0.0001344504,0.0001390904,0.00002109296,0.00006199134,0.00002018125,0.0001227403,0.00001424971,0.0003207038],"category_scores_gemma":[2.852412e-7,0.0001163356,0.00007226277,0.00009080968,0.00005999057,0.00007211811,0.00008185026,0.00004990336,0.0001146771],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001287171,"about_ca_system_score_gemma":0.0000059838,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003630066,"about_ca_topic_score_gemma":0.000001066657,"domain_scores_codex":[0.999333,0.0000196973,0.00009353655,0.00019853,0.0001079953,0.0002472321],"domain_scores_gemma":[0.9997063,0.00003473887,0.00003158328,0.0001661282,0.00001305622,0.00004816247],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.000005064783,0.00003878511,0.001473766,0.000001122638,0.00007018864,7.376864e-7,0.00004661741,0.0000292872,0.09304325,0.9006385,0.003211983,0.001440665],"study_design_scores_gemma":[0.000670053,0.00006921653,0.0001132832,0.00001759994,0.00002148913,5.672754e-7,0.000140584,0.0001215214,0.4928707,0.4603602,0.04510739,0.0005074668],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3539487,0.00007901386,0.004454643,0.001166295,0.0003310867,0.00003066344,0.000005416589,0.0000525608,0.6399317],"genre_scores_gemma":[0.9950312,0.00000189009,0.00004458928,0.003076305,0.0003087014,0.00001712106,0.00002461637,0.00001772448,0.001477826],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6410826,"threshold_uncertainty_score":0.4744028,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00237836811087911,"score_gpt":0.1825634456472948,"score_spread":0.1801850775364157,"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."}}