{"id":"W4220905264","doi":"10.3168/jds.2022-21952","title":"Journal of Dairy Science® 2021 Editorial Report","year":2022,"lang":"en","type":"editorial","venue":"Journal of Dairy Science","topic":"Agricultural and Financial Auditing","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Library science; Computer science","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":["metaresearch","sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.01225641,0.0004267713,0.00103292,0.0002685921,0.001905408,0.000621373,0.00456344,0.0004082745,0.0006200171],"category_scores_gemma":[0.01067512,0.0001536621,0.0006613444,0.004025237,0.001634,0.002507383,0.0009337676,0.002826114,0.000009564485],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007151144,"about_ca_system_score_gemma":0.003546017,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000833567,"about_ca_topic_score_gemma":0.0000249072,"domain_scores_codex":[0.9869642,0.0001346509,0.002295908,0.0006473659,0.009061794,0.0008961207],"domain_scores_gemma":[0.986168,0.0008705696,0.006924601,0.0001759349,0.005252979,0.0006078612],"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":[0.0001013027,0.0001181206,0.0001890412,0.000009398009,0.00001670843,0.0005677714,0.0001465531,0.00001752572,0.05789939,0.00001054215,0.9293641,0.01155952],"study_design_scores_gemma":[0.0003143981,0.001559748,0.003111682,0.0001936263,0.00007080388,0.001184359,0.0007488808,0.000002334287,0.0008829453,0.0002642942,0.9912764,0.0003905112],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.1110845,0.0004058059,0.00000382782,0.0004990809,0.8871304,0.0001141708,0.00009359005,0.000009292159,0.0006593758],"genre_scores_gemma":[0.02035283,0.0001957425,0.0002491154,0.00002835051,0.9785056,0.00000199505,0.00001994022,0.000002852777,0.0006435531],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.09137525,"threshold_uncertainty_score":0.9994744,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01224935685562259,"score_gpt":0.2420734096313883,"score_spread":0.2298240527757657,"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."}}