{"id":"W3215791594","doi":"10.2196/33433","title":"From the Cochrane Library: Interventions for Impetigo","year":2021,"lang":"en","type":"article","venue":"JMIR Dermatology","topic":"Pediatric health and respiratory diseases","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Preprint; Impetigo; Cochrane Library; Psychological intervention; Medicine; Meta-analysis; Computer science; Dermatology; Nursing; World Wide Web; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00009280938,0.000106698,0.0002939514,0.00003705019,0.0007249177,0.00001076129,0.000214083,0.0002208211,0.002538845],"category_scores_gemma":[0.0004463412,0.00007346727,0.0002176885,0.0001740293,0.00006665917,0.00009493634,0.0001366714,0.000340284,0.0004774755],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001674533,"about_ca_system_score_gemma":0.001072999,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002314661,"about_ca_topic_score_gemma":0.00004370072,"domain_scores_codex":[0.9978992,0.0007672547,0.0005367646,0.0002298407,0.00008489834,0.0004820327],"domain_scores_gemma":[0.9966131,0.002549139,0.0001575278,0.0003738036,0.00009335658,0.0002130049],"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":[0.00006642667,0.0001179657,0.1053412,0.001314951,0.00003701394,0.00007041594,0.0004214391,2.562587e-7,0.00003099016,0.006600467,0.8850562,0.000942742],"study_design_scores_gemma":[0.001324472,0.00002262867,0.04232793,0.0002970705,0.00005228315,0.00001627735,0.00212287,0.00002550022,0.0000556737,0.00537293,0.9482673,0.0001150925],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8120908,0.04130534,0.001594831,0.1251318,0.003207551,0.003143901,0.002088261,0.000513024,0.01092449],"genre_scores_gemma":[0.8564914,0.00203386,0.001432913,0.1176311,0.005993559,0.006226863,0.001837216,0.0001131094,0.008239929],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06321109,"threshold_uncertainty_score":0.998373,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06704467575909163,"score_gpt":0.4662770079031368,"score_spread":0.3992323321440452,"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."}}