{"id":"W6942507407","doi":"10.14288/1.0178202","title":"The Daily Ledger","year":2017,"lang":"en","type":"article","venue":"Open Collections","topic":"Educational Tools and Methods","field":"Social Sciences","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"],"consensus_categories":[],"category_scores_codex":[0.0009356894,0.00002466799,0.00003601122,0.000004345635,0.05289739,0.005894769,0.0007022233,0.00002225589,0.0007176402],"category_scores_gemma":[0.001019094,0.00001788393,0.00002338007,0.0000996876,0.0002088984,0.0002296906,0.0000915085,0.00005296472,0.00003156016],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004301986,"about_ca_system_score_gemma":0.000519603,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.04272982,"about_ca_topic_score_gemma":0.06329623,"domain_scores_codex":[0.999565,0.0001106718,0.00005130107,0.00007418802,0.00008785605,0.0001110047],"domain_scores_gemma":[0.9993227,0.0002516879,0.00004787938,0.0002481192,0.00008011011,0.00004947562],"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":[0.000002252597,0.00001712971,0.0001192274,1.374254e-7,0.000006329073,9.441425e-8,0.0005750043,3.619661e-7,0.000003754671,0.04231269,0.9465932,0.01036985],"study_design_scores_gemma":[0.00005001679,0.000004245909,0.003219079,0.000001810805,0.000003282239,2.253756e-7,0.001358355,0.000002078375,0.00001189331,0.02301092,0.9723087,0.00002941747],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00011225,0.0000266838,0.00007134553,0.01359879,0.001357817,0.0001959175,0.000002010073,0.00000808782,0.9846271],"genre_scores_gemma":[0.00651871,0.0001191784,0.00156644,0.00009767189,0.0003623881,0.00009238116,2.849944e-7,0.000002745389,0.9912402],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.05268849,"threshold_uncertainty_score":0.9951372,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1383652948384094,"score_gpt":0.4893952649464549,"score_spread":0.3510299701080455,"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."}}