{"id":"W627736217","doi":"10.31274/ans_air-180814-889","title":"Making Successful Decisions on Robotic Milking Technology","year":2012,"lang":"en","type":"report","venue":"","topic":"Food Supply Chain Traceability","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Milking; Automatic milking; Business; Agricultural science; CLARITY; Rumination; Investment (military); Operations management; Animal science; Engineering; Environmental science; Chemistry; Biology; Lactation; Ice calving","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":[0.0008802243,0.0004136975,0.0006023014,0.00008291219,0.0002994606,0.00007652429,0.0007982514,0.00101153,0.00344306],"category_scores_gemma":[0.001249408,0.0001341814,0.000266252,0.0007764397,0.0001408423,0.00008561565,0.0003286385,0.0008004358,0.0003322116],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002942897,"about_ca_system_score_gemma":0.00007377649,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003537247,"about_ca_topic_score_gemma":0.002770586,"domain_scores_codex":[0.9969599,0.00008506585,0.0005469243,0.0007584167,0.0009235138,0.0007261566],"domain_scores_gemma":[0.9980657,0.0009829286,0.0002627755,0.0002747527,0.0002885148,0.0001253174],"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":[0.00002928042,0.0006148201,0.08822177,0.000057222,0.00010701,0.00004946647,0.00002833049,0.00004517136,0.003152413,0.0008377294,0.02267433,0.8841825],"study_design_scores_gemma":[0.0001278366,0.0007231401,0.1628649,0.0007888963,0.0001387385,0.0002193251,0.0005694074,0.00003236112,0.0008396926,0.003927052,0.8282626,0.001506049],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.584902,0.00362288,0.00007714926,0.01204184,0.005696027,0.001859831,0.0001583372,0.001788858,0.389853],"genre_scores_gemma":[0.994938,0.0001851606,0.0004742217,0.0001340461,0.0009053271,0.0000473047,0.0001011777,0.00000373642,0.003211073],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8826764,"threshold_uncertainty_score":0.9974679,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1510173404373165,"score_gpt":0.3265964591711139,"score_spread":0.1755791187337974,"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."}}