{"id":"W7111184831","doi":"10.1371/journal.pone.0329176.s004","title":"Site 2 HCW redundancy scores.","year":2025,"lang":"","type":"article","venue":"Figshare","topic":"HIV, Drug Use, Sexual Risk","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Redundancy (engineering); Health care; Perception; Process (computing); Health professionals; Social network analysis; Dissemination","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002768139,0.0008661135,0.0006777676,0.002973033,0.001237293,0.001334707,0.000905746,0.000698989,0.04838429],"category_scores_gemma":[0.01686163,0.0003081688,0.000830477,0.002801517,0.0004606349,0.0007937416,0.002341843,0.0009146577,0.005087352],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001674398,"about_ca_system_score_gemma":0.001624221,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03513598,"about_ca_topic_score_gemma":0.03067987,"domain_scores_codex":[0.9962929,0.0009913868,0.0002770596,0.0005614319,0.00126715,0.0006100498],"domain_scores_gemma":[0.9901724,0.002477695,0.002480341,0.0006985955,0.003265806,0.0009052326],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0006952149,0.0002852388,0.8467151,0.0004691886,0.0004918789,0.0003192977,0.00258245,0.0006019074,0.0005246932,0.001345457,0.100422,0.04554754],"study_design_scores_gemma":[0.00005744275,0.0001303059,0.9742898,0.0001276738,0.00007768485,0.0002378941,0.003942988,0.001286916,0.0001921532,0.000464773,0.01915888,0.00003350303],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8475268,0.000371938,0.004643633,0.00129531,0.0005193456,0.001402673,0.09679247,0.0005993983,0.04684849],"genre_scores_gemma":[0.9499127,0.0001314107,0.003844999,0.0003327578,0.0001090047,0.002482873,0.03077724,0.0001413294,0.01226771],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04838429,"threshold_uncertainty_score":0.1618615,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06528635543190964,"score_gpt":0.3615428252001759,"score_spread":0.2962564697682663,"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."}}