{"id":"W4415716687","doi":"10.1016/j.arth.2025.10.104","title":"2025 ICM: Monitoring and Declaring Success","year":2025,"lang":"en","type":"article","venue":"The Journal of Arthroplasty","topic":"Intravenous Infusion Technology and Safety","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Mount Sinai Hospital","funders":"","keywords":"","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":[0.01116987,0.0009279873,0.0004486653,0.004360322,0.001225544,0.005143146,0.001216257,0.002123826,0.009474045],"category_scores_gemma":[0.03830679,0.0003274191,0.0002230822,0.001447084,0.001870887,0.002536486,0.002596549,0.00163026,0.009561603],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001309462,"about_ca_system_score_gemma":0.004759108,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002622873,"about_ca_topic_score_gemma":0.002714949,"domain_scores_codex":[0.9858731,0.004195378,0.001943689,0.0008112807,0.006259514,0.0009170672],"domain_scores_gemma":[0.9718328,0.008426849,0.004899327,0.00237971,0.01028817,0.002173046],"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":[0.0006981812,0.0001791635,0.03099219,0.00057488,0.00003052544,0.0008943302,0.0007657855,0.001398884,0.005595313,0.04386415,0.2230498,0.6919567],"study_design_scores_gemma":[0.000094262,0.0008095008,0.0192625,0.001457243,0.00007576744,0.005754331,0.001357604,0.03728283,0.04160561,0.03166849,0.8603831,0.0002487922],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.08478903,0.007765247,0.3062302,0.04779593,0.01210074,0.001958913,0.00720161,0.04484576,0.4873126],"genre_scores_gemma":[0.5549619,0.002716176,0.3411466,0.006648735,0.004332291,0.001196605,0.005385524,0.001654936,0.08195723],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.01116987,"threshold_uncertainty_score":0.05907261,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004910046614314734,"score_gpt":0.2185051760172635,"score_spread":0.2135951294029488,"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."}}