{"id":"W4282590577","doi":"10.2196/36077","title":"Soil-Transmitted Helminth Infection in Malaysia: Protocol for a Scoping Review","year":2022,"lang":"en","type":"review","venue":"JMIR Research Protocols","topic":"Parasites and Host Interactions","field":"Immunology and Microbiology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Protocol (science); Helminths; Helminth infections; Medicine; Environmental health; Data science; Computer science; Immunology; Alternative medicine; Pathology","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","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.002754378,0.0005031082,0.001945717,0.0009462977,0.0005587093,0.00008186531,0.0006756728,0.0005703705,0.007846299],"category_scores_gemma":[0.0004977966,0.0004236238,0.0007456998,0.001334676,0.0001775318,0.0001935297,0.0003327199,0.003141983,0.0007981019],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005229761,"about_ca_system_score_gemma":0.001508868,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001007687,"about_ca_topic_score_gemma":0.000130768,"domain_scores_codex":[0.9935709,0.0028727,0.001366935,0.0009039094,0.000187253,0.001098312],"domain_scores_gemma":[0.9971125,0.001385825,0.0004678513,0.000775176,0.0002008583,0.00005783297],"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":[0.0002350125,0.0009111919,0.00001957336,0.5451721,0.0001252097,0.00001407673,0.00003094272,4.669974e-7,0.00001638155,0.0001232121,0.03046465,0.4228872],"study_design_scores_gemma":[0.0009059873,0.0005883104,0.000001952749,0.4223216,0.00001625339,0.00006666382,0.000002071767,4.314567e-7,0.00001194911,0.00002171391,0.5758448,0.0002182735],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[2.64177e-8,0.2646188,0.0000120345,0.00005529821,0.00002166683,0.7342496,0.00007481399,0.00006822087,0.0008994791],"genre_scores_gemma":[1.544878e-9,0.3960566,0.00001203159,0.0000314694,0.00004995186,0.6018819,0.0002364178,0.00005843364,0.001673136],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.5453802,"threshold_uncertainty_score":0.9999799,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4348389138661049,"score_gpt":0.6382037292709043,"score_spread":0.2033648154047994,"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."}}