{"id":"W7110913867","doi":"10.1371/journal.pone.0329794.s010","title":"Previous systematic reviews.","year":2025,"lang":"","type":"article","venue":"Figshare","topic":"Chronic Disease Management Strategies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Cluster analysis; Cluster (spacecraft); Latent class model; Population; Multimorbidity; Disease","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.01426253,0.002631823,0.007608763,0.02623734,0.001130205,0.00819198,0.004262845,0.003319147,0.2050665],"category_scores_gemma":[0.08537961,0.001686275,0.006524607,0.02712582,0.001071773,0.006564193,0.004213289,0.002630102,0.02905636],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006722155,"about_ca_system_score_gemma":0.02854593,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01012039,"about_ca_topic_score_gemma":0.0180812,"domain_scores_codex":[0.9817927,0.0060595,0.006898172,0.00128557,0.00339767,0.0005664325],"domain_scores_gemma":[0.9502316,0.026734,0.00971968,0.002129901,0.01029033,0.0008945252],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000118135,0.00002079087,0.0002984381,0.8560176,0.001392967,0.00008918847,0.0002939566,0.0001039578,0.0001076954,0.001504271,0.05877772,0.08127523],"study_design_scores_gemma":[0.0002307409,0.00006499384,0.001192645,0.7458329,0.003256229,0.0001991943,0.0002582403,0.00006614874,0.00008684173,0.001599855,0.2471718,0.00004050276],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"dataset","genre_scores_codex":[0.000933954,0.8637016,0.002325661,0.007634779,0.005740196,0.0121851,0.0641929,0.0008504777,0.0424354],"genre_scores_gemma":[0.009961756,0.9251516,0.008183032,0.007979332,0.001462796,0.01375034,0.02278663,0.0003333744,0.01039109],"genre_candidate":"dataset","genre_consensus":null,"teacher_disagreement_score":0.7949335,"threshold_uncertainty_score":0.6860157,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1092245634857272,"score_gpt":0.3623218317003901,"score_spread":0.2530972682146629,"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."}}