{"id":"W1993950272","doi":"10.1016/j.dental.2010.08.085","title":"Energy delivered to a simulated restoration at the 2010 AADR meeting","year":2010,"lang":"en","type":"article","venue":"Dental Materials","topic":"Conservation Techniques and Studies","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Dalhousie University","funders":"","keywords":"Materials science; Energy (signal processing); Statistics","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001772812,0.00008460874,0.0001109861,0.00003012465,0.0004712431,0.0002162544,0.00009620978,0.00003009238,0.003875863],"category_scores_gemma":[0.00003648055,0.00005768781,0.00002705084,0.00001863222,0.00006599467,0.00007848129,0.000118527,0.00003095662,0.0001355132],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001894111,"about_ca_system_score_gemma":0.000005271422,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004095529,"about_ca_topic_score_gemma":0.02622719,"domain_scores_codex":[0.9994333,0.00003846734,0.0002024057,0.0001131007,0.0001024774,0.0001102245],"domain_scores_gemma":[0.9996355,0.00004570986,0.00007324668,0.0001424859,0.00007865538,0.00002436469],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007956906,0.00002188169,0.0002164525,0.000008049778,0.00002157806,0.000003289432,0.005961149,0.00000294235,0.8945519,0.05180268,0.04652598,0.0008044996],"study_design_scores_gemma":[0.0001703592,0.00005790458,0.00128024,0.0000201332,0.00001652513,0.000003612786,0.0008490554,0.00003083285,0.3187765,0.0007974543,0.677812,0.0001853707],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9929091,0.00001663551,0.000006143468,0.0009473921,0.001464922,0.0001345723,0.00006020503,0.00009597677,0.004365047],"genre_scores_gemma":[0.9867032,0.000006521601,0.00003386189,0.0008029016,0.0003813952,0.00002585618,0.00003918132,0.00001073809,0.01199635],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.631286,"threshold_uncertainty_score":0.9970347,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02546317056742961,"score_gpt":0.239597745958279,"score_spread":0.2141345753908493,"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."}}