{"id":"W4212792731","doi":"10.2196/preprints.30738","title":"A Serious Game (Immunitates) About Immunization: Development and Validation Study (Preprint)","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Health Education and Validation","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"MacEwan University","funders":"","keywords":"Content validity; Heuristics; Cronbach's alpha; Psychology; Nursing; Medical education; Vaccination; Medicine; Computer science; Mathematics education; Psychometrics; Clinical psychology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002750778,0.0002021386,0.0002769716,0.0001654719,0.0007480404,0.0007368171,0.0003000719,0.000272563,0.001181549],"category_scores_gemma":[0.0006070036,0.0002256194,0.0000372466,0.0003433411,0.00007542805,0.0002276337,0.000479942,0.0004462494,0.00006246798],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003717491,"about_ca_system_score_gemma":0.002808651,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006099958,"about_ca_topic_score_gemma":0.003225965,"domain_scores_codex":[0.9968097,0.001310133,0.0006157282,0.0004931248,0.0004917824,0.0002795635],"domain_scores_gemma":[0.9982927,0.0001555387,0.0002724644,0.0004825365,0.0006036697,0.0001930439],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001061158,0.0008000408,0.04284709,0.0001984122,0.0001057508,0.000003658143,0.8489339,0.0002542672,0.00002161361,0.002956175,0.0001931988,0.1036752],"study_design_scores_gemma":[0.0007839277,0.00005848052,0.4171332,0.0003117813,0.00006348728,0.000002428132,0.4724349,0.0001693149,0.0007645746,0.0005008298,0.1068958,0.0008811899],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9831795,0.0002516336,0.001978844,0.001883936,0.001028563,0.001930346,0.000001325042,0.000194355,0.009551506],"genre_scores_gemma":[0.991854,0.0005187789,0.003367169,0.000267225,0.0001376505,0.0003278488,0.0002682472,0.00002083053,0.003238311],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.376499,"threshold_uncertainty_score":0.9997315,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0855631539269788,"score_gpt":0.4058364136683506,"score_spread":0.3202732597413718,"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."}}