{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003275675,0.001346105,0.000599138,0.0009045493,0.0003781695,0.001159977,0.001768096,0.0009869316,0.002874563],"category_scores_gemma":[0.01235336,0.0004563128,0.0006213087,0.0002541697,0.0009363631,0.001229313,0.001198253,0.0008877559,0.0008537601],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007924961,"about_ca_system_score_gemma":0.001067564,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002210306,"about_ca_topic_score_gemma":0.002648472,"domain_scores_codex":[0.9986572,0.0005874764,0.0001099956,0.0002175467,0.0002562877,0.0001714502],"domain_scores_gemma":[0.9930633,0.00382429,0.0003583043,0.0004742833,0.00158297,0.0006968642],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.01084714,0.08861947,0.1131042,0.008640844,0.0007472633,0.004295515,0.03547614,0.03182596,0.06711848,0.009102325,0.03857955,0.5916431],"study_design_scores_gemma":[0.009052402,0.104862,0.3210433,0.003969495,0.001338323,0.005856144,0.0237955,0.2529216,0.08137892,0.006748931,0.1882215,0.0008117772],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.96877,0.0001935118,0.01862049,0.0001716409,0.0001024362,0.005690842,0.0005227863,0.0006618904,0.005266435],"genre_scores_gemma":[0.8791409,0.0005336641,0.1017255,0.0005337763,0.00004096556,0.006927082,0.002652472,0.0001916625,0.008254097],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003275675,"threshold_uncertainty_score":0.01732367,"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."}}