{"id":"W6960622056","doi":"10.14288/1.0348047","title":"Ladysmith Daily Ledger","year":2017,"lang":"en","type":"article","venue":"Open Collections","topic":"Polysaccharides Composition and Applications","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00005938017,0.00005348788,0.00006766024,0.000004591423,0.009302101,0.002947136,0.0006681185,0.00002884499,0.002783721],"category_scores_gemma":[0.0000202898,0.00002195313,0.00003442482,0.0002394117,0.000044799,0.0002262366,0.00021395,0.00005461362,0.0001248586],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001463903,"about_ca_system_score_gemma":0.00001120376,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004868608,"about_ca_topic_score_gemma":0.005299518,"domain_scores_codex":[0.9995888,0.00001151991,0.00007687641,0.0001559287,0.0000562274,0.0001106869],"domain_scores_gemma":[0.9996727,0.00002605175,0.00006128942,0.0001234371,0.0000481961,0.00006832682],"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":[0.00001551246,0.0002416554,0.001523209,7.252208e-7,0.00002185152,0.000001816757,0.00002093172,0.000002182619,0.07417685,0.003741839,0.89372,0.0265334],"study_design_scores_gemma":[0.000194625,0.00006091196,0.05363543,0.00001010564,0.00001114788,0.00001126707,0.00009552709,0.0001165477,0.003842867,0.005732918,0.9361176,0.0001709773],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.04497529,0.00001052902,0.00003059192,0.0074905,0.0001444972,0.0003292799,0.00007191573,0.00005727295,0.9468901],"genre_scores_gemma":[0.6560649,0.000009103256,0.0002240731,0.0002490637,0.0001242606,0.0001431499,0.00001041654,4.89406e-7,0.3431746],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.6110896,"threshold_uncertainty_score":0.9981279,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04082261608827087,"score_gpt":0.2773191861250943,"score_spread":0.2364965700368234,"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."}}