{"id":"W4388776588","doi":"10.1097/jdn.0000000000000770","title":"JDNA Updates","year":2023,"lang":"en","type":"article","venue":"Journal of the Dermatology Nurses’ Association","topic":"Social Media in Health Education","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.001800992,0.00006285078,0.000198815,0.0001517382,0.0005911245,0.00003781537,0.0003752124,0.0002305543,0.00004858054],"category_scores_gemma":[0.01507815,0.00005076535,0.0001290847,0.0008691297,0.00009464742,0.0002418274,0.00002104526,0.0003080211,0.000156359],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000848423,"about_ca_system_score_gemma":0.0006227187,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001678609,"about_ca_topic_score_gemma":0.0002362303,"domain_scores_codex":[0.9975774,0.0009827518,0.0004282885,0.00006825614,0.0006132858,0.0003299851],"domain_scores_gemma":[0.9957384,0.002458887,0.001178029,0.0001002034,0.0004352397,0.00008922943],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000009463333,0.00004472158,0.7586613,0.000008711879,0.0000552461,0.000005370199,0.0309908,0.00001003084,0.00006499468,0.004362738,0.2021973,0.003589329],"study_design_scores_gemma":[0.0003626343,0.00001579581,0.5902504,0.00003931999,0.00007808141,0.00002403619,0.009986258,0.00002738889,0.0003505921,0.01174717,0.3870168,0.0001015025],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8099983,0.00009370756,0.000004134211,0.156388,0.03141027,0.000273936,0.000001867411,0.00004800295,0.001781879],"genre_scores_gemma":[0.9966834,0.0002676051,0.00005422963,0.0006099261,0.001501144,0.00002452991,0.000002086875,0.00001021771,0.0008468968],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1866851,"threshold_uncertainty_score":0.9932182,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04045311698495497,"score_gpt":0.3879239859802177,"score_spread":0.3474708689952627,"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."}}