{"id":"W4409656265","doi":"10.2196/73297","title":"The Anemia Risk Warning Model Based on a Noninvasive Method: Key Insights and Clarifications","year":2025,"lang":"en","type":"article","venue":"JMIR Medical Informatics","topic":"Iron Metabolism and Disorders","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Computer science; Key (lock); Anemia; Warning system; Risk analysis (engineering); Medicine; Computer security; Internal medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.03323661,0.001335861,0.00219488,0.001751044,0.0006756191,0.00682168,0.00323401,0.003639336,0.004520706],"category_scores_gemma":[0.1513447,0.0006243149,0.001491961,0.001117382,0.00187398,0.005820754,0.002041409,0.009716979,0.001130645],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00173935,"about_ca_system_score_gemma":0.004909087,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00514067,"about_ca_topic_score_gemma":0.003523315,"domain_scores_codex":[0.9824877,0.01173121,0.00139659,0.001301161,0.002777901,0.00030544],"domain_scores_gemma":[0.8672984,0.1159025,0.004223572,0.004234174,0.007385148,0.0009562498],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0018756,0.0007264397,0.06956993,0.002508988,0.0010806,0.0009529501,0.001233677,0.03684723,0.003044385,0.2362879,0.05710109,0.5887713],"study_design_scores_gemma":[0.0004037404,0.0006615532,0.01864441,0.004099772,0.001042103,0.001606313,0.0008740192,0.3817327,0.004529064,0.5309405,0.05507118,0.0003946331],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03668421,0.02359632,0.6258345,0.2898041,0.003775746,0.0003593926,0.002198989,0.001199204,0.01654762],"genre_scores_gemma":[0.7028276,0.01506592,0.2475855,0.02265708,0.006377275,0.0004937321,0.00130558,0.0002673423,0.00342001],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03323661,"threshold_uncertainty_score":0.1757741,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01214634501147163,"score_gpt":0.3138294568856424,"score_spread":0.3016831118741708,"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."}}