{"id":"W4406905487","doi":"10.1007/978-981-97-5157-0_67","title":"Digital Livestock Farming 2030 and Beyond","year":2024,"lang":"en","type":"book-chapter","venue":"","topic":"Food Supply Chain Traceability","field":"Agricultural and Biological Sciences","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Dalhousie University","funders":"","keywords":"Livestock; Agriculture; Agricultural science; Agroforestry; Geography; Environmental science; Forestry; Archaeology","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00006874464,0.0002592755,0.0002300047,0.00001089801,0.00007404672,0.000241724,0.0001488472,0.0002593608,0.002036758],"category_scores_gemma":[0.00001332565,0.00008424302,0.0001238232,0.00002543117,0.0001361959,0.0001108813,0.0002051201,0.0002706191,0.0004106996],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000234702,"about_ca_system_score_gemma":0.000005313332,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001680694,"about_ca_topic_score_gemma":0.0002018262,"domain_scores_codex":[0.9989191,0.000003256614,0.0001964916,0.0005161584,0.0001812945,0.000183669],"domain_scores_gemma":[0.9995711,0.0001823019,0.00003881985,0.00006136954,0.00002933381,0.0001170604],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002068995,0.00004380701,0.0003339181,0.0001079414,0.0001130976,0.00007049519,0.0001223796,2.584638e-7,0.001505366,0.2314723,0.009689258,0.7565205],"study_design_scores_gemma":[0.00002996917,0.0003226421,0.0005529512,0.00005272651,0.00002810867,0.00002872857,0.00011003,0.00001016217,0.00002669485,0.09573278,0.9026782,0.0004269991],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0108146,0.001283326,2.916327e-7,0.001548758,0.0001502236,0.0002358662,0.0002743822,0.0001697467,0.9855228],"genre_scores_gemma":[0.08220021,0.00005294695,0.000032014,0.000127649,0.000294215,0.000004487051,0.0001050892,0.000002448697,0.917181],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.892989,"threshold_uncertainty_score":0.9988755,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01608426024834705,"score_gpt":0.1985693583573895,"score_spread":0.1824850981090425,"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."}}