{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001246403,0.0002125376,0.0004792588,0.0001139989,0.0002154811,0.0002878073,0.0001508778,0.0001054655,0.0001864007],"category_scores_gemma":[0.00002263793,0.0001782214,0.00007252679,0.0001261305,0.0001533712,0.0001493145,0.000165396,0.0000466457,0.00002257426],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004242816,"about_ca_system_score_gemma":0.00004117743,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001036046,"about_ca_topic_score_gemma":0.0000616848,"domain_scores_codex":[0.9986136,0.0001523142,0.0005419231,0.000277968,0.0001978749,0.0002163497],"domain_scores_gemma":[0.9994277,0.00003504731,0.0002010223,0.0002392033,0.00004101682,0.00005595182],"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":[0.0003789581,0.0001626364,0.0002762251,0.0003041024,0.00005306491,0.0000243108,0.00003738897,0.000004954023,0.998153,0.0005499413,0.0000344495,0.00002094658],"study_design_scores_gemma":[0.00105791,0.00004041124,0.001365744,0.0005344283,0.00006337035,0.00002533581,0.000116759,0.0001569032,0.9962727,0.0001485839,0.00003672979,0.0001811591],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9971887,0.0002815459,0.00007055364,0.00002300054,0.001668588,0.000363067,0.0001805818,0.00006478048,0.0001591376],"genre_scores_gemma":[0.9991837,0.000008549733,0.000295333,0.00007630224,0.00009853255,0.00002142244,0.00003676228,0.00002480662,0.0002545482],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001994997,"threshold_uncertainty_score":0.7267658,"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."}}