{"id":"W4400589722","doi":"10.2196/59848","title":"An Evidence-Based Serious Game App for Public Education on Antibiotic Use and Resistance: Randomized Controlled Trial","year":2024,"lang":"en","type":"article","venue":"JMIR Serious Games","topic":"Antibiotic Use and Resistance","field":"Immunology and Microbiology","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Randomized controlled trial; Antibiotic resistance; Resistance (ecology); Antibiotics; Medicine; Psychology; Internal medicine; Biology; Microbiology","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0009281255,0.0003555072,0.00124082,0.0002920715,0.0002177592,0.0004001267,0.000214684,0.0003776149,0.00006948389],"category_scores_gemma":[0.000858341,0.000249519,0.0003852394,0.0002006562,0.0004441257,0.0004530789,0.00001908639,0.0002629583,0.00006123027],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006622115,"about_ca_system_score_gemma":0.0006395244,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002622188,"about_ca_topic_score_gemma":0.00007765321,"domain_scores_codex":[0.9974705,0.0006811505,0.0006181239,0.0006814128,0.00008417574,0.000464663],"domain_scores_gemma":[0.9969986,0.002085963,0.0002130799,0.0004718329,0.0001605164,0.00006998086],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.9479514,0.0005993269,0.00004258258,0.0004713846,0.0005176939,0.000009471453,0.0003674134,0.000002261618,0.02684796,0.008317871,0.007533357,0.00733925],"study_design_scores_gemma":[0.9381397,0.001511861,0.0005668139,0.002027575,0.0004967879,0.00001809111,0.000250575,0.00017408,0.004860317,0.0007526364,0.0505911,0.0006104177],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9455497,0.03772559,0.0003351821,0.002897887,0.003297083,0.009467348,0.00003672887,0.0003882032,0.0003022867],"genre_scores_gemma":[0.9853311,0.001207051,0.0002509819,0.0005713471,0.0002360445,0.0005805615,0.00009543124,0.00005099807,0.01167652],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04305774,"threshold_uncertainty_score":0.9999957,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01974188500904978,"score_gpt":0.2949539320893068,"score_spread":0.275212047080257,"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."}}