{"id":"W4409451015","doi":"10.1016/j.dental.2025.04.001","title":"Physicomechanical properties of resin-based composites photo-polymerized using laser, polywave and quadwave curing lights","year":2025,"lang":"en","type":"article","venue":"Dental Materials","topic":"Dental materials and restorations","field":"Dentistry","cited_by":8,"is_retracted":false,"has_abstract":false,"ca_institutions":"Dalhousie University","funders":"Fundação de Amparo à Pesquisa do Estado de Minas Gerais; Conselho Nacional de Desenvolvimento Científico e Tecnológico; Mitacs; Coordenação de Aperfeiçoamento de Pessoal de Nível Superior","keywords":"Materials science; Composite material; Curing (chemistry); Polymerization; Laser; Polymer; Optics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002005652,0.0001828524,0.0001176329,0.0002684885,0.0002642414,0.0002136057,0.0001383663,0.0002965856,0.003509655],"category_scores_gemma":[0.000368065,0.0001883589,0.0002691541,0.0002685123,0.0003620562,0.0002602326,0.00008610405,0.0004524778,0.0002646478],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001581707,"about_ca_system_score_gemma":0.0001665821,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006181743,"about_ca_topic_score_gemma":0.0008967577,"domain_scores_codex":[0.999845,0.00001762513,0.00001074843,0.00003477169,0.00006341965,0.00002838134],"domain_scores_gemma":[0.9997407,0.0001192679,0.00006067828,0.00001321947,0.00004790073,0.00001824073],"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":[0.0002756751,0.0000289282,0.0009998474,0.0001028836,0.000009290468,0.0001219598,0.0001632858,0.000461576,0.9951705,0.0002500656,0.0001039048,0.002312052],"study_design_scores_gemma":[0.00001838514,0.0005165854,0.03856203,0.00001641705,0.00003914965,0.0002670236,0.0004077731,0.003349843,0.9549121,0.0002041921,0.001663365,0.00004304084],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9968318,0.0005776866,0.0007822576,0.00003735902,0.0000361507,0.000009182205,0.0001847467,0.00002194691,0.001518815],"genre_scores_gemma":[0.9982913,0.0001723178,0.000308765,0.00001928141,0.000009246874,0.00001135554,0.0000936576,0.000008852938,0.001085103],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003509655,"threshold_uncertainty_score":0.01174092,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02206334937639719,"score_gpt":0.2683986376450077,"score_spread":0.2463352882686105,"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."}}