{"id":"W6960833276","doi":"10.14288/1.0178394","title":"The Daily Ledger","year":2017,"lang":"en","type":"article","venue":"Open Collections","topic":"Soil and Environmental Studies","field":"Agricultural and Biological 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":[0.00006661372,0.0000353508,0.00003877487,3.887019e-7,0.02423164,0.001965649,0.0004472292,0.0000136344,0.0004688972],"category_scores_gemma":[0.00003162653,0.000009040195,0.00002485986,0.00004903498,0.00009304832,0.00009368148,0.000339835,0.00003154709,0.00005976029],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001199285,"about_ca_system_score_gemma":0.000001489154,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01109969,"about_ca_topic_score_gemma":0.03079292,"domain_scores_codex":[0.9997302,0.0000106315,0.00004146152,0.00008273864,0.00004403479,0.00009090096],"domain_scores_gemma":[0.9998245,0.00005836045,0.00002872145,0.00006030862,0.000006306592,0.00002186736],"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":[0.00001150897,0.00003840226,0.005510063,1.398685e-7,0.00001777458,6.337783e-7,0.00002047533,5.00921e-7,0.0009115603,0.00005823502,0.8975363,0.09589444],"study_design_scores_gemma":[0.00003942241,0.00002741371,0.2803669,0.000001032499,0.000002498841,0.000001131112,0.0002231154,0.000003198574,0.00009967195,0.0009228592,0.7182782,0.00003451173],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.06255835,0.0000565529,1.842279e-7,0.005084468,0.0002457169,0.000131353,0.000008256986,0.0000106473,0.9319045],"genre_scores_gemma":[0.4333726,0.0001483908,0.000008480855,0.00007794822,0.0001117425,0.00006550748,0.000001289445,2.14227e-7,0.5662138],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3708143,"threshold_uncertainty_score":0.9990704,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03656784668166429,"score_gpt":0.2413255911788437,"score_spread":0.2047577444971794,"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."}}