{"id":"W4386898903","doi":"10.18280/i2m.220406","title":"Ultrasound Monitoring of Water Content in Ultra High Temperature Milk","year":2023,"lang":"en","type":"article","venue":"Instrumentation Mesure Métrologie","topic":"Meat and Animal Product Quality","field":"Agricultural and Biological Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Ultrasound; Environmental science; Food science; Medicine; Chemistry; Radiology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006004988,0.0001158988,0.0001845316,0.00002482223,0.00007502142,0.00002950303,0.000155945,0.0001018299,0.0001687178],"category_scores_gemma":[0.00009837358,0.00004157159,0.00005759809,0.0002856626,0.00004990582,0.0001105908,0.00002184622,0.000129452,0.00004462444],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002275779,"about_ca_system_score_gemma":0.000004367376,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003872131,"about_ca_topic_score_gemma":0.0000721564,"domain_scores_codex":[0.9988054,0.0001477245,0.0003114108,0.0002520496,0.0002131909,0.0002702096],"domain_scores_gemma":[0.9996361,0.0001580498,0.00006064826,0.00005219741,0.00005476056,0.00003821708],"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":[0.00004068676,0.00002534383,0.2616586,0.000008029144,0.000006596507,0.000002738396,0.000132913,0.00001193682,0.7354017,0.00005309544,0.0001137784,0.002544473],"study_design_scores_gemma":[0.0001491193,0.00008483551,0.5431204,0.000008418153,0.000002585649,0.000001205639,0.0007640586,4.233281e-7,0.4553221,0.0004081505,0.00007947259,0.00005924494],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9972279,0.00002791028,8.154656e-8,0.002054247,0.0003212951,0.0001705727,0.00003158034,0.00008309996,0.00008330754],"genre_scores_gemma":[0.9992792,0.0000804469,0.0000514397,0.00008343848,0.0001733517,0.00001777475,0.0001581292,9.655643e-7,0.0001552488],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2814617,"threshold_uncertainty_score":0.1847341,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07850758644617632,"score_gpt":0.2868379638815385,"score_spread":0.2083303774353622,"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."}}