{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000341996,0.00007368215,0.0001270619,0.00009610673,0.0001517845,0.0000131307,0.000129548,0.0000739375,0.00001797893],"category_scores_gemma":[0.00003323654,0.00004997218,0.00002754571,0.0001147283,0.00007252862,0.00007698434,0.0000469709,0.0003981722,0.000003865978],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002303314,"about_ca_system_score_gemma":0.00001910307,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002994454,"about_ca_topic_score_gemma":0.000006326007,"domain_scores_codex":[0.9995248,0.00002197476,0.0002187875,0.00003398375,0.00007463138,0.0001258195],"domain_scores_gemma":[0.9996747,0.0001062513,0.00004439494,0.0001054756,0.00004643993,0.00002268223],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0005917944,0.0001774546,0.2204602,0.0004985465,0.001570136,0.0002134938,0.004961524,0.0726999,0.06291589,0.02338417,0.01283087,0.599696],"study_design_scores_gemma":[0.004680431,0.0006467207,0.4245515,0.002115325,0.0005896596,0.001900713,0.003774338,0.01167814,0.436492,0.02391923,0.08863074,0.001021198],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9863646,0.002288528,0.007117416,0.0002704756,0.001082619,0.00003504886,5.395186e-7,0.00004626117,0.002794518],"genre_scores_gemma":[0.9969645,0.002378469,0.0004109999,0.00001741437,0.00007743745,3.970592e-7,3.945488e-8,0.000005688226,0.000145077],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5986748,"threshold_uncertainty_score":0.2037806,"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."}}