{"id":"W3022393790","doi":"10.2196/17222","title":"Construct Validity of a Serious Game for Laparoscopic Skills Training: Validation Study","year":2020,"lang":"en","type":"article","venue":"JMIR Serious Games","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":28,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Video game; Construct (python library); Construct validity; Metric (unit); Task (project management); Psychology; Applied psychology; Computer science; Multimedia; Psychometrics; Developmental psychology; Engineering; Operations management","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":[0.006288844,0.0006637697,0.0004322442,0.0009059397,0.0003987289,0.0006689146,0.0006442036,0.0004108585,0.001366422],"category_scores_gemma":[0.02085801,0.0003489108,0.001065475,0.0003593086,0.0007913079,0.0006746963,0.001170853,0.0006855417,0.0002784647],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005034889,"about_ca_system_score_gemma":0.000939161,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009570354,"about_ca_topic_score_gemma":0.001732432,"domain_scores_codex":[0.997816,0.0007022891,0.0002650592,0.0002610474,0.0007809768,0.0001746361],"domain_scores_gemma":[0.9833789,0.009055164,0.001711852,0.001268846,0.003508456,0.001076596],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001929194,0.008204226,0.8671331,0.0003479958,0.0003520564,0.0002179664,0.007015032,0.001981254,0.01187139,0.0007043662,0.0008841099,0.09935921],"study_design_scores_gemma":[0.0002788994,0.01442903,0.9639812,0.000127073,0.0001707693,0.0003645443,0.002282089,0.01002343,0.00427981,0.0005980642,0.00340802,0.00005706226],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9969162,0.00002179019,0.001918328,0.00001832454,0.00001207337,0.0004135232,0.0000655848,0.00001879792,0.0006153577],"genre_scores_gemma":[0.9917766,0.00005872019,0.006539981,0.00004025755,0.0000122442,0.0007832458,0.0002919339,0.00001852355,0.0004784926],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006288844,"threshold_uncertainty_score":0.03325897,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06710380600789306,"score_gpt":0.3510961161852907,"score_spread":0.2839923101773976,"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."}}