{"id":"W4391559533","doi":"10.1016/j.dental.2024.01.003","title":"Thermography and conversion of fast-cure composite photocured with quad-wave and laser curing lights compared to a conventional curing light","year":2024,"lang":"en","type":"article","venue":"Dental Materials","topic":"Dental materials and restorations","field":"Dentistry","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"Saudi Arabia Cultural Bureau in London","keywords":"Materials science; Curing (chemistry); Laser; Composite material; Mold; Thermal emittance; Thermography; Composite number; Optics; Infrared; Beam (structure)","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0001543498,0.0002364118,0.0001315762,0.0001991867,0.00007995943,0.0001498164,0.0001076363,0.0001575822,0.001426453],"category_scores_gemma":[0.0002457471,0.0001713976,0.0001880108,0.0001534893,0.0001596193,0.0001900107,0.0001006622,0.0003844555,0.0001926791],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001455445,"about_ca_system_score_gemma":0.0001146989,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003586963,"about_ca_topic_score_gemma":0.0007350799,"domain_scores_codex":[0.9998887,0.000008001552,0.00000606929,0.0000365049,0.00004403663,0.00001671255],"domain_scores_gemma":[0.9997928,0.00005651722,0.00006113708,0.00002536367,0.00004297217,0.00002119242],"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":[0.00003916474,0.000008312692,0.0001228816,0.0000228142,0.000001292968,0.00001027738,0.00002674438,0.0000711165,0.9987116,0.00001667772,0.000006863797,0.0009622809],"study_design_scores_gemma":[0.000002313867,0.0001671355,0.006294657,0.000003432555,0.000009200081,0.00004194521,0.00003189702,0.0005971289,0.9925275,0.00001496827,0.0003046779,0.000005015497],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9949049,0.0005637852,0.003637168,0.000009087173,0.00001719332,0.00001155658,0.0001037889,0.00006560916,0.0006869027],"genre_scores_gemma":[0.9921606,0.0003665171,0.004778393,0.00001877811,0.000005656716,0.0000302108,0.0001346712,0.00005561494,0.00244959],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001426453,"threshold_uncertainty_score":0.004772007,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0098449356150825,"score_gpt":0.2365208474371134,"score_spread":0.2266759118220309,"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."}}