{"id":"W2266013468","doi":"","title":"Every detail counts : production","year":2015,"lang":"en","type":"article","venue":"˜The œdairy mail/˜The œDairy mail","topic":"Agricultural Economics and Policy","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Milk production; Production (economics); Cow milk; Agricultural science; Animal science; Agricultural economics; Biology; Food science; Economics","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007341275,0.0002939519,0.0002489035,0.00001506992,0.000514584,0.0001750827,0.0007354295,0.0001633779,0.0008107274],"category_scores_gemma":[0.00004339179,0.0000890681,0.0001800318,0.0003779198,0.0001971201,0.0002425818,0.000194429,0.0003192422,0.003530934],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001181815,"about_ca_system_score_gemma":0.00005053033,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006631712,"about_ca_topic_score_gemma":0.002151259,"domain_scores_codex":[0.9981988,0.0001640447,0.0003586827,0.000446757,0.0003014285,0.0005302702],"domain_scores_gemma":[0.9990774,0.0001318059,0.0001993297,0.0002546822,0.0001369298,0.0001998054],"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":[0.0001153665,0.0001391657,0.00314354,0.00001380145,0.00008788551,0.000008004286,0.0007405109,0.0001195095,0.003615621,0.002000077,0.9027599,0.0872567],"study_design_scores_gemma":[0.0001555815,0.0001231525,0.03056622,0.00001248455,0.00003567204,0.00006995094,0.0008310124,0.0001234215,0.0001517111,0.002606071,0.9649869,0.0003378844],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9463027,0.0006833305,0.000002844694,0.01624436,0.001950822,0.0005319297,0.00005153602,0.0001855576,0.03404695],"genre_scores_gemma":[0.9451408,0.0001241519,0.0000192424,0.001655492,0.002882056,0.00005116273,0.00006324098,0.000004863541,0.05005902],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08691882,"threshold_uncertainty_score":0.997245,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03667015209683779,"score_gpt":0.2192987236729004,"score_spread":0.1826285715760627,"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."}}