{"id":"W2278179866","doi":"","title":"Innovative Simulations for Assessing Professional Competence: From Paper and Pencil to Virtual Reality","year":2000,"lang":"en","type":"article","venue":"Education and health","topic":"Education and Teacher Training","field":"Social Sciences","cited_by":28,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"","keywords":"Pencil (optics); Competence (human resources); Psychology; Virtual reality; Medical education; Computer science; Pedagogy; Human–computer interaction; Medicine; Engineering; Social 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00180717,0.001272706,0.0004191907,0.001179238,0.0002555214,0.002158063,0.001201038,0.001077139,0.00342113],"category_scores_gemma":[0.0161865,0.0004170056,0.0004894863,0.0005513733,0.000811013,0.001794418,0.002116736,0.0007863884,0.0006354543],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005531096,"about_ca_system_score_gemma":0.0008199755,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001022705,"about_ca_topic_score_gemma":0.001496903,"domain_scores_codex":[0.9978495,0.001177005,0.0001514048,0.000154121,0.0005749805,0.0000929275],"domain_scores_gemma":[0.99379,0.004572469,0.0003650409,0.0004278015,0.0004964019,0.0003483535],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.002921822,0.002224571,0.02083334,0.001515318,0.0001736586,0.0003680527,0.005270564,0.01545563,0.02473326,0.003899184,0.004313552,0.9182912],"study_design_scores_gemma":[0.003717941,0.03510336,0.2476662,0.0082474,0.001275822,0.01503553,0.02422581,0.2994954,0.1706655,0.06807466,0.1240901,0.002402326],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6972942,0.004443821,0.2673562,0.001283578,0.0006120399,0.001882224,0.0007116809,0.001478372,0.02493787],"genre_scores_gemma":[0.8026431,0.003114175,0.1889783,0.0003803257,0.00008065085,0.001409616,0.0002305991,0.0001404167,0.003022764],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00342113,"threshold_uncertainty_score":0.01144481,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1955933574628919,"score_gpt":0.519051344780701,"score_spread":0.3234579873178091,"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."}}