{"id":"W4402854716","doi":"10.2471/blt.23.290540","title":"Implications of living evidence syntheses in health policy","year":2024,"lang":"en","type":"article","venue":"Bulletin of the World Health Organization","topic":"Health Policy Implementation Science","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"World Health Organization","keywords":"Medicine; Environmental health","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":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.603191,0.002782875,0.007421077,0.01858401,0.01158467,0.04107215,0.009966307,0.02948975,0.02157222],"category_scores_gemma":[0.8571885,0.003488929,0.005461113,0.01653071,0.06425296,0.06725999,0.02524475,0.03317992,0.002231816],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02367182,"about_ca_system_score_gemma":0.04684165,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006711542,"about_ca_topic_score_gemma":0.009488657,"domain_scores_codex":[0.3296337,0.5987288,0.0329103,0.009150334,0.02663198,0.002944905],"domain_scores_gemma":[0.02457596,0.9363136,0.008609025,0.01666293,0.01171463,0.002123832],"domain_codex":"methods","domain_gemma":"methods","domain_candidate":"methods","domain_consensus":"methods","study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005564571,0.0003005351,0.001311367,0.01396517,0.001679687,0.0003039866,0.01082959,0.003094265,0.0001982605,0.8152583,0.06541248,0.08708995],"study_design_scores_gemma":[0.0004203755,0.00007315063,0.0003647275,0.01921304,0.0003940647,0.00005037187,0.003369568,0.001619628,0.0002741424,0.9250336,0.04909351,0.0000939227],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.002796651,0.08539107,0.05270498,0.8188159,0.01835414,0.0005836001,0.0007148546,0.000307492,0.0203314],"genre_scores_gemma":[0.3253491,0.06241268,0.3273921,0.2325649,0.03423132,0.00916431,0.0009777226,0.0007029435,0.007204951],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.396809,"threshold_uncertainty_score":0.4893363,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3009751584972649,"score_gpt":0.5919303933149369,"score_spread":0.290955234817672,"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."}}