{"id":"W4313904335","doi":"10.2196/40350","title":"A Serious Game About Hematology for Health Care Workers (SUPER HEMO): Development and Validation Study","year":2023,"lang":"en","type":"article","venue":"JMIR Serious Games","topic":"Educational Games and Gamification","field":"Psychology","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Agence Nationale de la Recherche","keywords":"Medical education; Curriculum; Pharmacy; Health care; Medicine; Hematology; Test (biology); Psychology; Family medicine; Internal medicine; Pedagogy","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":[],"consensus_categories":[],"category_scores_codex":[0.0003194232,0.0002231459,0.0003350861,0.0002143088,0.0001919935,0.00006254557,0.0001538514,0.0001332219,0.00007137292],"category_scores_gemma":[0.00002905175,0.0002212637,0.00004716698,0.0003500555,0.00005488649,0.00007371654,0.00004757108,0.0001256507,0.0002279974],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001238362,"about_ca_system_score_gemma":0.0002135978,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007326536,"about_ca_topic_score_gemma":0.0002111608,"domain_scores_codex":[0.9981701,0.0001327254,0.0004660524,0.0005789514,0.0001767866,0.0004753336],"domain_scores_gemma":[0.9990711,0.0001288385,0.0001785517,0.0003605667,0.0001248934,0.0001360097],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0003281058,0.0007311547,0.1274075,0.0003872401,0.0003217297,0.0000146884,0.3953002,0.00003120189,0.00006851276,0.002342776,0.05538856,0.4176784],"study_design_scores_gemma":[0.00114386,0.0004254188,0.7160556,0.00003735185,0.0000167063,0.00002889631,0.06222717,0.00001022114,0.00006480825,0.00009650479,0.2196323,0.0002611855],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9906243,0.001542115,0.00008907409,0.003734643,0.0008755321,0.002500537,0.00001990466,0.0002483221,0.0003655664],"genre_scores_gemma":[0.9894167,0.00003142617,0.0008583448,0.0005936113,0.0001475729,0.003186623,0.0003113277,0.00005281155,0.005401637],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5886481,"threshold_uncertainty_score":0.9022872,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02833360025656665,"score_gpt":0.3804025574173184,"score_spread":0.3520689571607517,"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."}}