{"id":"W6885452136","doi":"10.1371/journal.pgph.0003320.s001","title":"Search strategy MeSH terms and keywords.","year":2024,"lang":"en","type":"article","venue":"Figshare","topic":"Biosimilars and Bioanalytical Methods","field":"Immunology and Microbiology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Human immunodeficiency virus (HIV); Predictive validity; Measure (data warehouse); Face validity; External validity; Quality (philosophy); MEDLINE","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":["insufficient_payload"],"category_scores_codex":[0.00006993846,0.00009302395,0.0001131544,0.00004563506,0.00005663238,0.00006423942,0.0000938899,0.0001939846,0.255165],"category_scores_gemma":[0.00009078827,0.00006597894,0.00004666358,0.0001060769,0.00002765596,0.00004856065,0.00009157151,0.0002711394,0.002629416],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000008239966,"about_ca_system_score_gemma":0.00002878232,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002819415,"about_ca_topic_score_gemma":0.000001840566,"domain_scores_codex":[0.9993817,0.00006684306,0.0000938138,0.0002262284,0.00001994706,0.0002114564],"domain_scores_gemma":[0.9996833,0.0001553127,0.000007511474,0.0001091006,0.00001945266,0.00002538554],"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":[0.00001317431,0.00001984072,0.00004108688,0.0002396823,0.0001120465,0.00005069279,0.00006739147,1.722524e-7,0.01273063,0.0008437707,0.8182142,0.1676673],"study_design_scores_gemma":[0.0001603291,0.0001275998,0.002154405,0.0006362227,0.0000210548,0.00009125491,0.00005077633,0.00009324637,0.03481079,0.0003209921,0.9613547,0.000178582],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"empirical","genre_scores_codex":[0.01054343,0.1363758,0.00003831294,0.006171233,0.001551788,0.001204194,0.6021272,0.001335758,0.2406523],"genre_scores_gemma":[0.9580069,0.00009131049,0.0001712519,0.0005865713,0.0001347677,0.00004338756,0.01912064,0.00002836492,0.02181678],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9474635,"threshold_uncertainty_score":0.9981471,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06550157669273304,"score_gpt":0.3340627018761723,"score_spread":0.2685611251834392,"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."}}