{"id":"W7128705985","doi":"10.5281/zenodo.18621446","title":"TransformDairyNet- press release #1; A new project to transform the dairy sector","year":2024,"lang":"","type":"article","venue":"Open MIND","topic":"Milk Quality and Mastitis in Dairy Cows","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Future Vehicle Technologies (Canada)","funders":"European Commission","keywords":"Dairy industry; Supply chain; Scale (ratio); Production (economics)","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005666586,0.0007612805,0.0003324635,0.001158188,0.001498934,0.006975248,0.001313066,0.002400201,0.1622537],"category_scores_gemma":[0.006552829,0.0004057306,0.0005283676,0.001318065,0.001115744,0.002801505,0.003042065,0.002466656,0.04974051],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003830534,"about_ca_system_score_gemma":0.01005881,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02420108,"about_ca_topic_score_gemma":0.03151825,"domain_scores_codex":[0.9973192,0.0003075511,0.00006576278,0.0002920318,0.001512635,0.0005029246],"domain_scores_gemma":[0.996466,0.0006571897,0.0002190617,0.000284496,0.001117218,0.001255963],"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":[0.0003682539,0.0001495739,0.001026438,0.0003590643,0.00001072575,0.0001873203,0.000556185,0.000185354,0.005652188,0.02705186,0.8762488,0.08820428],"study_design_scores_gemma":[0.0000198089,0.00003083909,0.0007873546,0.00002988901,0.000001847751,0.00001789022,0.0001076127,0.00005335997,0.0005944495,0.0004633608,0.9978878,0.00000580498],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01087567,0.005775923,0.01791381,0.03843063,0.01191523,0.002052931,0.04655295,0.008118582,0.8583642],"genre_scores_gemma":[0.02387322,0.001449092,0.01015366,0.004253129,0.0003637089,0.0004824766,0.02668428,0.002048951,0.9306915],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1622537,"threshold_uncertainty_score":0.5427926,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1217197653421694,"score_gpt":0.333915172091085,"score_spread":0.2121954067489155,"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."}}