{"id":"W6960297919","doi":"10.1371/journal.pmed.1000141.t003","title":"Examples of activities to support the use of systematic reviews and review-derived products by policymakers and stakeholders.","year":2015,"lang":"en","type":"dataset","venue":"Figshare","topic":"Agricultural pest management studies","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Systematic review; Public policy; Process (computing); Government (linguistics); Product (mathematics)","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002486004,0.0002873223,0.0009570204,0.00001317867,0.00008604871,0.00005532827,0.000327978,0.00007162221,0.001960171],"category_scores_gemma":[0.003899719,0.00007773806,0.00006426471,0.0002673115,0.00004223307,0.0001456958,0.0004773342,0.00009976676,0.00003380587],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001633008,"about_ca_system_score_gemma":0.000008691062,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002792165,"about_ca_topic_score_gemma":0.0003945645,"domain_scores_codex":[0.9984326,0.0002387289,0.000513666,0.0003259121,0.0003025974,0.0001864916],"domain_scores_gemma":[0.9983823,0.0004788519,0.0007290652,0.0001783393,0.0001614085,0.00007003057],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00000227317,0.00001243958,0.000001210672,0.06091493,0.00003614609,5.270372e-7,0.00004211038,3.613417e-8,0.0001459812,1.139577e-7,0.9384132,0.0004310099],"study_design_scores_gemma":[0.00002412717,0.0001493319,0.0002639957,0.0371632,0.0001220637,0.000003085161,0.0002086328,3.721222e-8,0.00002856703,5.452814e-7,0.9618658,0.0001705423],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.0003473127,0.03121954,1.41107e-9,0.0008207089,0.00001630563,0.003158597,0.964421,0.000009449828,0.000007119009],"genre_scores_gemma":[0.00005822584,0.01837503,0.000006024105,0.0006211189,0.00005748931,0.0004624628,0.9802049,0.000001157675,0.0002135955],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.02375173,"threshold_uncertainty_score":0.9989522,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4483336910731325,"score_gpt":0.3041501922377942,"score_spread":0.1441834988353383,"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."}}