{"id":"W4380268456","doi":"10.53730/ijhs.v7ns1.14350","title":"AI-enabled virtual reality systems for dental education","year":2023,"lang":"en","type":"article","venue":"International Journal of Health Sciences","topic":"Dental Research and COVID-19","field":"Dentistry","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"Collège Montmorency","funders":"","keywords":"Virtual reality; Dental education; Computer science; Sample (material); Perception; Realism; Human–computer interaction; Multimedia; Medical education; Psychology; Medicine","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":[0.001376692,0.000256773,0.0001759996,0.000776115,0.0003233193,0.00174567,0.000555206,0.0005829792,0.007951434],"category_scores_gemma":[0.00567427,0.0001501339,0.0003614407,0.0004754965,0.0003388117,0.0009344469,0.001497739,0.0005348045,0.0009836588],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003967009,"about_ca_system_score_gemma":0.0005885257,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005524021,"about_ca_topic_score_gemma":0.000879716,"domain_scores_codex":[0.9985353,0.0008163975,0.00006498856,0.00006903543,0.0004467632,0.00006760048],"domain_scores_gemma":[0.99748,0.001813696,0.0001612604,0.0001822154,0.000240186,0.0001226432],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003280393,0.0006659057,0.006943153,0.001565952,0.0001088257,0.0002897493,0.003578019,0.01295407,0.02511954,0.03661881,0.008153652,0.9036743],"study_design_scores_gemma":[0.0004759545,0.004525193,0.05693742,0.002621327,0.0004440311,0.004061478,0.007014079,0.08982238,0.02970432,0.07027621,0.7336462,0.0004714757],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.312108,0.01854882,0.4782737,0.006037642,0.001065252,0.001024917,0.0007355016,0.002248932,0.1799573],"genre_scores_gemma":[0.8001419,0.006628662,0.183543,0.0008555099,0.0002126877,0.0004775462,0.0002733478,0.00005305522,0.007814202],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.007951434,"threshold_uncertainty_score":0.02660018,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09433071139232214,"score_gpt":0.4977930647459758,"score_spread":0.4034623533536537,"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."}}