{"id":"W2015212447","doi":"10.1136/sti.2010.046037","title":"Emergent properties and structural patterns in sexually transmitted infection and HIV research","year":2010,"lang":"en","type":"article","venue":"Sexually Transmitted Infections","topic":"Adolescent Sexual and Reproductive Health","field":"Health Professions","cited_by":40,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba; Manitoba Health","funders":"","keywords":"Context (archaeology); Population; Consilience; Human immunodeficiency virus (HIV); Public health; Transmission (telecommunications); Sexually transmitted disease; Medicine; Biology; Immunology; Epistemology; Environmental health; Computer science","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.00175356,0.000392074,0.0004641818,0.0007825078,0.002217465,0.00004230161,0.000134564,0.0005179793,0.0003944741],"category_scores_gemma":[0.0002569848,0.0003197651,0.0000476583,0.000944252,0.0004929657,0.0004637197,0.00008632322,0.004131479,0.00004710517],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001137879,"about_ca_system_score_gemma":0.0004333788,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003798888,"about_ca_topic_score_gemma":0.02226426,"domain_scores_codex":[0.9952758,0.001250255,0.0009112021,0.0009708767,0.0004687339,0.001123118],"domain_scores_gemma":[0.9982301,0.0003317727,0.0001281468,0.0004588065,0.0004610832,0.0003900896],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001361201,0.0004352028,0.9480399,0.001046145,0.00005632193,0.000006407732,0.01870709,0.000016269,0.02330721,0.001340291,0.0002026201,0.006706405],"study_design_scores_gemma":[0.001857976,0.0004638395,0.9837418,0.0002051688,0.00002958047,0.00004023083,0.004385522,0.0005419304,0.0002100555,0.001152325,0.006941856,0.0004296923],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9904027,0.0001820312,0.0008791364,0.00352455,0.001680749,0.002280912,0.00005195253,0.0002820785,0.000715911],"genre_scores_gemma":[0.9965556,0.0004129425,0.0001087311,0.0003272748,0.0006313429,0.0003611015,0.00004907193,0.00007103582,0.001482887],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03570191,"threshold_uncertainty_score":0.9999254,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1121181623851012,"score_gpt":0.4150943448139867,"score_spread":0.3029761824288855,"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."}}