{"id":"W4319163261","doi":"10.1111/jerd.13022","title":"In‐vitro pulpal temperature increases when photo‐curing <scp>bulk‐fill resin‐based</scp> composites using laser or light‐emitting diode light curing units","year":2023,"lang":"en","type":"article","venue":"Journal of Esthetic and Restorative Dentistry","topic":"Dental materials and restorations","field":"Dentistry","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"Dalhousie University; Mitacs; Coordenação de Aperfeiçoamento de Pessoal de Nível Superior","keywords":"Pulp (tooth); Curing (chemistry); Composite material; Materials science; Laser; Resin composite; Light guide; Thermocouple; Light-emitting diode; Diode; Composite number; Chemistry; Dentistry; Light source; Optics; Optoelectronics","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006110772,0.000392982,0.0006670342,0.0004967142,0.0006139297,0.0006863305,0.0003362911,0.0002886754,0.00005433851],"category_scores_gemma":[0.0005114609,0.000297745,0.0001539991,0.0007779918,0.0001373728,0.0007682006,0.0001845752,0.0006622935,0.00003473321],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001590713,"about_ca_system_score_gemma":0.0002496311,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001435185,"about_ca_topic_score_gemma":0.0001292163,"domain_scores_codex":[0.9971408,0.0003818901,0.001006535,0.0003675194,0.000610687,0.0004925226],"domain_scores_gemma":[0.9979051,0.000354469,0.0008225376,0.0002655244,0.0003707672,0.0002815739],"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":[0.0004575366,0.0003396548,0.01172789,0.0003818781,0.0001752197,0.01766441,0.001301058,0.000997795,0.9539145,0.00005762843,0.01289273,0.00008969907],"study_design_scores_gemma":[0.004683112,0.000449011,0.02272938,0.00382713,0.0003329931,0.01202285,0.005608149,0.001358168,0.9341033,0.00054939,0.01370196,0.0006345657],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9966328,0.001060299,0.00003421235,0.0002081537,0.001521762,0.0002120374,0.00009038123,0.00005039084,0.000189974],"genre_scores_gemma":[0.9958469,0.0001195983,0.0009891083,0.0001040226,0.0005148796,0.000008044021,0.00003375182,0.00006279945,0.002320915],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01981121,"threshold_uncertainty_score":0.9999475,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02915231051713002,"score_gpt":0.2889947493144351,"score_spread":0.2598424387973051,"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."}}