{"id":"W4413210684","doi":"10.1016/j.rvsc.2025.105847","title":"Motivations and limitations to improve dairy heifer replacement programs in the west of Buenos Aires province, Argentina","year":2025,"lang":"en","type":"article","venue":"Research in Veterinary Science","topic":"Effects of Environmental Stressors on Livestock","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Prince Edward Island","funders":"Instituto Nacional de Tecnología Agropecuaria; Universidad Nacional de Río Cuarto","keywords":"Geography; Agricultural science; Environmental protection; Biology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001872506,0.00006967952,0.0000838869,0.0001662174,0.0003032865,0.0001151678,0.0005789033,0.0000257327,0.000007104371],"category_scores_gemma":[0.0004379844,0.00002965535,0.00001619079,0.002310973,0.0007777819,0.0002433366,0.0004435586,0.000161408,0.000004765322],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008767033,"about_ca_system_score_gemma":0.00005345768,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008853201,"about_ca_topic_score_gemma":0.0006355604,"domain_scores_codex":[0.9983892,0.0002171743,0.0001844285,0.0003638708,0.0004866073,0.0003587324],"domain_scores_gemma":[0.999043,0.000703152,0.00002874949,0.000123285,0.00003840025,0.00006342207],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0001106693,0.0008512458,0.09116809,0.00005325742,0.000002732208,0.00001477031,0.0006071429,0.00003054463,0.7767087,0.002744209,0.0000835412,0.1276251],"study_design_scores_gemma":[0.00008697087,0.002075121,0.9931747,0.0001070787,5.864118e-7,0.000001807698,0.001214059,0.00008453341,0.0005829122,0.0003128537,0.002305495,0.00005382642],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9929579,0.00004769685,0.000001257736,0.003917934,0.00002695298,0.001175433,0.000006312647,0.000006656023,0.001859803],"genre_scores_gemma":[0.9992039,0.00003897708,0.0002823964,0.0000633616,0.00001038817,0.0002027209,0.000003494054,4.37643e-7,0.0001943181],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9020067,"threshold_uncertainty_score":0.286577,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1195971631328644,"score_gpt":0.3472929866415504,"score_spread":0.2276958235086861,"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."}}