{"id":"W4289285546","doi":"","title":"Entropy accumulation with improved second-order","year":2018,"lang":"en","type":"preprint","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Hermeneutics and Narrative Identity","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Future Earth","funders":"","keywords":"Statistical physics; Entropy (arrow of time); Order (exchange); Mathematics; Applied mathematics; Physics; Thermodynamics; Economics","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":[0.004943982,0.001475753,0.001656114,0.002542784,0.001253959,0.003019185,0.002289911,0.001652772,0.005186622],"category_scores_gemma":[0.02024071,0.0007661697,0.001863444,0.001352779,0.00649227,0.007460992,0.007595878,0.00545104,0.001167232],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003673957,"about_ca_system_score_gemma":0.00205877,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00166509,"about_ca_topic_score_gemma":0.001829422,"domain_scores_codex":[0.9960418,0.001291442,0.000161909,0.0006237187,0.001253151,0.0006279991],"domain_scores_gemma":[0.9864327,0.007936651,0.0009638304,0.002735909,0.001276024,0.0006549251],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00009807337,0.00003983365,0.0006346742,0.0001141219,0.00003085021,0.0001515552,0.0002217329,0.05106153,0.003029115,0.9362406,0.001266106,0.007111797],"study_design_scores_gemma":[0.00001485577,0.00004833196,0.000342825,0.00003009701,0.00001095329,0.00007556696,0.0000226941,0.3786989,0.003118672,0.6159685,0.001623265,0.00004532809],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.06923852,0.001714288,0.8840681,0.00230438,0.0003720812,0.00008882418,0.0003200696,0.0008580312,0.04103578],"genre_scores_gemma":[0.8935377,0.0009305397,0.08539418,0.0007513657,0.0006012607,0.0001833761,0.000333243,0.0006013628,0.01766694],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.005186622,"threshold_uncertainty_score":0.02665657,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02856724147522689,"score_gpt":0.2453109410240209,"score_spread":0.216743699548794,"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."}}