{"id":"W4295487995","doi":"10.2196/36079","title":"Preliminary User Evaluation of a New Dental Technology Virtual Simulation System: Development and Validation Study","year":2022,"lang":"en","type":"article","venue":"JMIR Serious Games","topic":"Dental Research and COVID-19","field":"Dentistry","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Chongqing Medical University; National Natural Science Foundation of China","keywords":"Computer science","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007007766,0.0001154042,0.000162922,0.0003018944,0.0002053832,0.00004021803,0.0001790277,0.00005261756,0.0001952789],"category_scores_gemma":[0.0001436553,0.0001227642,0.0000221267,0.0004008128,0.00003061062,0.0001508716,0.0003849194,0.000135467,0.00002967851],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004593027,"about_ca_system_score_gemma":0.0003425572,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001053092,"about_ca_topic_score_gemma":0.0001292997,"domain_scores_codex":[0.9977635,0.0002582022,0.0003190578,0.0002905988,0.001189376,0.0001793227],"domain_scores_gemma":[0.9993774,0.00007198124,0.0001507592,0.0002217218,0.00009938129,0.00007879397],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.003461315,0.002769479,0.3304833,0.0004398555,0.0005447671,0.0003328847,0.01478762,0.05305319,0.01090667,0.001202544,0.003186209,0.5788321],"study_design_scores_gemma":[0.01193508,0.006331316,0.8255039,0.00009794049,0.0002825279,0.0003735442,0.1050007,0.03304691,0.01012754,0.0004420146,0.006178249,0.0006802397],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9975313,0.0002154069,0.0001667148,0.00001620379,0.0001737736,0.001669465,0.00001111413,0.00009299222,0.0001230567],"genre_scores_gemma":[0.9979659,6.585424e-7,0.00005560664,0.00001054188,0.0000199881,0.0005405644,0.00005361895,0.00001679556,0.001336267],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5781519,"threshold_uncertainty_score":0.500618,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04053021887872237,"score_gpt":0.3696595674016368,"score_spread":0.3291293485229144,"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."}}