{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001392839,0.0008333288,0.0007325989,0.0005482751,0.002094281,0.001729411,0.001215104,0.01227419,0.111397],"category_scores_gemma":[0.01641665,0.0003490351,0.0007513636,0.000422855,0.001111706,0.001396458,0.001779681,0.01047793,0.04980993],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003060716,"about_ca_system_score_gemma":0.00226476,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01030919,"about_ca_topic_score_gemma":0.01059825,"domain_scores_codex":[0.9986622,0.0004102981,0.0001494404,0.0001325184,0.0004575089,0.0001880514],"domain_scores_gemma":[0.9942414,0.001870358,0.0002379964,0.000136892,0.002761348,0.0007521001],"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":[0.00002761301,0.000007219534,0.0001245291,0.00003695476,0.00000150509,0.0002036884,0.0000347757,0.00001171915,0.00006399732,0.00008979755,0.9966414,0.002756812],"study_design_scores_gemma":[0.00002862532,0.00006701457,0.001005716,0.0002817662,0.000005720435,0.0005968499,0.0005493182,0.000146529,0.0001825901,0.0003330136,0.9967722,0.0000305456],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.002014641,0.001698681,0.0006461069,0.8347968,0.1136103,0.0005707303,0.001417888,0.001237725,0.04400696],"genre_scores_gemma":[0.008652672,0.001403547,0.0003903858,0.8420912,0.02429277,0.0005463027,0.0005002352,0.0003248332,0.121798],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.111397,"threshold_uncertainty_score":0.3726602,"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."}}