{"id":"W3012781864","doi":"10.1002/jdd.12113","title":"Training and experience effect on light‐curing efficiency by dental practitioners","year":2020,"lang":"en","type":"article","venue":"Journal of Dental Education","topic":"Dental materials and restorations","field":"Dentistry","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Curing (chemistry); Medical education; Dentistry; Psychology; Medicine; Materials science; Composite material","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001159733,0.00009777629,0.0001444519,0.00006279856,0.0001271029,0.0001630204,0.0001001605,0.00004294528,0.0001516308],"category_scores_gemma":[0.0001411066,0.00008201131,0.00005568013,0.000108666,0.0000329176,0.0004630257,0.00002062159,0.000137431,0.00008049583],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007618454,"about_ca_system_score_gemma":0.00006533997,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000010207,"about_ca_topic_score_gemma":0.000002342492,"domain_scores_codex":[0.9991346,0.00006161928,0.0002964566,0.0001236541,0.0002819586,0.0001017194],"domain_scores_gemma":[0.9994121,0.00004015528,0.0003042144,0.00005167734,0.00003547781,0.0001563989],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0002508228,0.0006068958,0.01143683,0.00009552069,0.00004253838,0.00006838177,0.01194191,0.00002541509,0.9535643,0.0001606336,0.01232919,0.00947757],"study_design_scores_gemma":[0.004258072,0.005572336,0.04518976,0.0009265444,0.0002143882,0.007775687,0.1241498,0.0001876815,0.7551647,0.00008145663,0.05548659,0.0009929977],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9954219,0.0003774739,0.00005494157,0.0003387129,0.002584428,0.0001032319,0.0000059381,0.00001143992,0.001101941],"genre_scores_gemma":[0.9990459,0.00002712846,0.0000813779,0.0002448732,0.000437574,0.000005876422,0.000007562819,0.00001111925,0.0001385516],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1983996,"threshold_uncertainty_score":0.3344324,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01728773379142959,"score_gpt":0.3201156840830244,"score_spread":0.3028279502915948,"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."}}