{"id":"W7110849466","doi":"10.1371/journal.pone.0329176.s003","title":"Site 1 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":[0.002216183,0.0007799809,0.0006004646,0.002588669,0.001302213,0.001201745,0.0008245882,0.0006009045,0.04928144],"category_scores_gemma":[0.01494871,0.0002841772,0.0006576004,0.002663194,0.0004059689,0.0007360342,0.002083713,0.0007269591,0.005929155],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001709191,"about_ca_system_score_gemma":0.001644479,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0476824,"about_ca_topic_score_gemma":0.04355384,"domain_scores_codex":[0.9971929,0.0007175701,0.000223526,0.0004239185,0.000942081,0.0005000965],"domain_scores_gemma":[0.9924316,0.001438514,0.00186234,0.0005333041,0.002985332,0.0007488112],"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":[0.0005477989,0.0002611951,0.8144651,0.0004935839,0.000341437,0.0002538005,0.002639123,0.0004772008,0.0004434713,0.00118454,0.1295426,0.04935006],"study_design_scores_gemma":[0.00004705794,0.0001209222,0.9724308,0.0001477652,0.00005957527,0.0002012413,0.003933667,0.0008986371,0.0001603245,0.0003741216,0.02159614,0.00002969226],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8071726,0.0003920917,0.003361228,0.001339191,0.0004351222,0.001428217,0.1282835,0.0005034725,0.05708461],"genre_scores_gemma":[0.9360148,0.000185321,0.003804717,0.0003609128,0.0001078676,0.002381019,0.04277715,0.0001200246,0.0142481],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04928144,"threshold_uncertainty_score":0.1648628,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06823948518921927,"score_gpt":0.3624200202996665,"score_spread":0.2941805351104473,"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."}}