{"id":"W4412023613","doi":"10.2196/62710","title":"Number of Publications on New Clinical Prediction Models: A Bibliometric Review","year":2025,"lang":"en","type":"review","venue":"JMIR Medical Informatics","topic":"Machine Learning in Healthcare","field":"Computer Science","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Poisson regression; Medicine; Regression; Multivariable calculus; MEDLINE; Statistics; Computer science; Mathematics; Population","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","bibliometrics","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.00325533,0.0003943886,0.002199099,0.009836704,0.0000788148,0.0001003658,0.003181251,0.0009045902,0.0002584335],"category_scores_gemma":[0.00594276,0.0002935411,0.0007033221,0.05650043,0.00009225397,0.0006595429,0.0008178944,0.002309184,0.000335284],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001228249,"about_ca_system_score_gemma":0.005228676,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000156247,"about_ca_topic_score_gemma":7.91681e-7,"domain_scores_codex":[0.9920891,0.0005615607,0.004475546,0.0003391138,0.002145327,0.0003893501],"domain_scores_gemma":[0.9923783,0.002645487,0.001893602,0.001928434,0.0003977614,0.000756426],"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":[3.106389e-7,0.00006865643,0.00001020974,0.09926675,0.00003583551,5.958507e-7,0.00004444704,0.00000121761,5.189009e-12,0.01846844,0.1133268,0.7687767],"study_design_scores_gemma":[0.0001305107,0.00007595883,0.00000917742,0.1205778,0.0001079019,0.00004191578,0.000002146199,0.01926563,1.305077e-9,0.0005009211,0.8591204,0.0001675945],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[6.731719e-8,0.8882824,0.08418074,0.001348716,0.0007350745,0.001565213,0.00003447977,0.0003035168,0.02354976],"genre_scores_gemma":[1.716217e-7,0.9773062,0.0186452,0.002457769,0.0002239493,0.000273268,0.0001668237,0.0000164504,0.0009101874],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.7686091,"threshold_uncertainty_score":0.9999925,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1648689215689491,"score_gpt":0.500927923577612,"score_spread":0.3360590020086628,"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."}}