{"id":"W4415279898","doi":"10.1111/vsu.14317","title":"Response to <scp>LTE VSU</scp> ‐25‐133","year":2025,"lang":"en","type":"article","venue":"Veterinary Surgery","topic":"Advanced MIMO Systems Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Prince Edward Island","funders":"","keywords":"Drill; 3d printed; Variety (cybernetics); Perspective (graphical); Surgical procedures; Reflection (computer programming)","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004599349,0.0002155176,0.0003035544,0.0005036161,0.00007048894,0.00003849382,0.0001366914,0.000104197,0.00001609565],"category_scores_gemma":[0.0005645892,0.0002511827,0.00009784113,0.0006978554,0.00001785987,0.0002256469,0.00008016574,0.0001132633,0.0002120436],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001409548,"about_ca_system_score_gemma":0.00004198223,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004968598,"about_ca_topic_score_gemma":8.622777e-7,"domain_scores_codex":[0.9987726,0.0001171772,0.0003623678,0.0002638419,0.0001081295,0.0003759086],"domain_scores_gemma":[0.9982431,0.00111054,0.00003397711,0.0004540633,0.00004854775,0.0001098082],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000357084,0.00008062193,0.003097537,0.0006652232,0.0001816737,0.0007177872,0.0008865338,0.3979953,0.3672816,0.0001533104,0.2120226,0.01656076],"study_design_scores_gemma":[0.0003025671,0.0001436895,0.00947842,0.0005380434,0.00001821276,0.0001061384,0.0002250575,0.01485192,0.008037702,0.00009428891,0.965893,0.0003110075],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8259333,0.0006291959,0.1630972,0.0001364137,0.002636672,0.000310154,0.00002178622,0.001029036,0.006206294],"genre_scores_gemma":[0.9898593,0.00005773129,0.00417797,0.0002381256,0.00008901139,0.0001110785,0.00001670934,0.0000687434,0.005381364],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7538703,"threshold_uncertainty_score":0.999994,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01855531091773046,"score_gpt":0.2499688881919142,"score_spread":0.2314135772741837,"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."}}