{"id":"W2078853551","doi":"10.1117/1.jbo.17.12.127001","title":"<i>In-vitro</i>detection of artificial caries on vertical dental cavity walls using infrared photothermal radiometry and modulated luminescence","year":2012,"lang":"en","type":"article","venue":"Journal of Biomedical Optics","topic":"Dental materials and restorations","field":"Dentistry","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Xanadu Quantum Technologies (Canada); University of Toronto","funders":"","keywords":"Demineralization; Materials science; Luminescence; Radiometry; Optics; Infrared; Remineralisation; Biomedical engineering; Optoelectronics; Composite material; Medicine; Physics","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":[],"consensus_categories":[],"category_scores_codex":[0.000354796,0.0001067676,0.0002959605,0.0002511964,0.00005369486,0.00003958361,0.00008764177,0.000170802,0.00003542018],"category_scores_gemma":[0.0001989378,0.00008568566,0.00007153203,0.0002911397,0.0002739769,0.0002750862,0.00004056005,0.0002116531,0.000004623447],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009751495,"about_ca_system_score_gemma":0.00004358263,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000430264,"about_ca_topic_score_gemma":0.000004332611,"domain_scores_codex":[0.9985418,0.00007528308,0.0006269994,0.00008052915,0.0004656402,0.0002097117],"domain_scores_gemma":[0.999373,0.00007046887,0.000200606,0.00008412456,0.00007018494,0.0002016407],"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":[0.0004073981,0.0004852527,0.001262965,0.00003956629,0.00003212773,0.00008979255,0.0001163527,0.00001266245,0.9967958,0.00002608567,0.00001686758,0.0007150787],"study_design_scores_gemma":[0.001025637,0.0003040698,0.03784562,0.0001056812,0.00007672398,0.001054773,0.0002370009,0.005775616,0.953221,0.00006107381,0.000138172,0.0001545898],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9962405,0.00015699,0.0009036291,0.00002759366,0.002561767,0.00006559263,0.0000227625,0.000004620214,0.00001654789],"genre_scores_gemma":[0.9986221,0.00002015895,0.0008138655,0.00003260986,0.0004865724,4.272069e-7,0.000002955487,0.00001117676,0.0000101924],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04357481,"threshold_uncertainty_score":0.349416,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01802689229898425,"score_gpt":0.2796571776345431,"score_spread":0.2616302853355589,"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."}}