{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004000681,0.001810814,0.005401157,0.0009466224,0.001057991,0.001950997,0.001475821,0.004085258,0.01518371],"category_scores_gemma":[0.0077536,0.001032838,0.004579171,0.0009008204,0.001395178,0.001964432,0.001087008,0.003461387,0.001139058],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001569185,"about_ca_system_score_gemma":0.002993984,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003031041,"about_ca_topic_score_gemma":0.005396704,"domain_scores_codex":[0.9973528,0.001231534,0.000446891,0.0004082365,0.0002702819,0.000290261],"domain_scores_gemma":[0.9973772,0.001053495,0.000674225,0.0001484247,0.0002979331,0.00044878],"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":[0.9256285,0.02086213,0.0005394206,0.01921733,0.005294585,0.0000652821,0.000159647,0.0001670345,0.0007292186,0.0002150905,0.001313722,0.02580799],"study_design_scores_gemma":[0.9470066,0.04613452,0.001323005,0.001408551,0.002644534,0.00001330369,0.00007829097,0.0001871225,0.0001510215,0.0001592246,0.0008730766,0.00002084133],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7568405,0.04936377,0.003406275,0.003358311,0.005583974,0.1691826,0.004095213,0.0006626563,0.007506707],"genre_scores_gemma":[0.7860158,0.01992807,0.009393996,0.003980345,0.001466696,0.1725391,0.001113097,0.00004600328,0.00551691],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01518371,"threshold_uncertainty_score":0.0507946,"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."}}