{"id":"W6923520359","doi":"10.14288/1.0178431","title":"The Daily Ledger","year":2017,"lang":"en","type":"article","venue":"Open Collections","topic":"Chemical Thermodynamics and Molecular Structure","field":"Chemistry","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Ledger; Distributed ledger; Population; Publishing","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":["sts","scholarly_communication","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00004244635,0.00006193653,0.00006289689,0.000002682978,0.008652261,0.003300023,0.0008884709,0.00005147835,0.001034028],"category_scores_gemma":[0.0001052394,0.00004366177,0.0000512312,0.00004072199,0.00008130934,0.00005322653,0.0003640915,0.0001289169,0.000007921838],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003530375,"about_ca_system_score_gemma":0.00004591679,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001022975,"about_ca_topic_score_gemma":0.000861789,"domain_scores_codex":[0.9996118,0.000003814873,0.00006976991,0.0001313491,0.00006173142,0.0001215454],"domain_scores_gemma":[0.9991263,0.00002834147,0.00005737304,0.0007084414,0.00003617683,0.00004343043],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007499764,0.00006456365,0.00007009914,0.00001034213,0.0001964901,0.00001332263,0.00006717443,0.000009904257,0.1985558,0.004928832,0.7776229,0.01838563],"study_design_scores_gemma":[0.0003895839,0.000003891842,0.00008329136,0.000009010765,0.00001580146,0.00001411762,0.00004456293,0.000480991,0.02444154,0.01547554,0.9589243,0.0001173867],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0046207,0.00002728724,0.00004907398,0.0005138756,0.0001596747,0.00005886081,0.00001705666,0.00001403162,0.9945394],"genre_scores_gemma":[0.2884186,0.00002754955,0.0001085128,0.00003948677,0.00009238521,0.00004616615,0.000004292733,0.00001258426,0.7112505],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2837979,"threshold_uncertainty_score":0.9998792,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01156048345523143,"score_gpt":0.2686895865835102,"score_spread":0.2571291031282787,"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."}}