{"id":"W2901964115","doi":"10.25071/10315/35342","title":"In Pursuit Of An Optimum Optical Imaging Technology For Early Detection Of Dental Caries","year":2018,"lang":"en","type":"article","venue":"Progress in Canadian Mechanical Engineering","topic":"Dental Radiography and Imaging","field":"Dentistry","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"","keywords":"Computer science; Optical imaging; Dentistry; Computer vision; Optics; 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":[0.0002965801,0.000127451,0.0002418373,0.0009888755,0.00002807587,0.00003181638,0.0003049691,0.0001274099,0.00001211036],"category_scores_gemma":[0.0001306823,0.0001540531,0.00006489972,0.0006764181,0.000149645,0.000268053,0.00004573582,0.0001996929,0.000001510259],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001592888,"about_ca_system_score_gemma":0.00005535821,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01123641,"about_ca_topic_score_gemma":0.1010912,"domain_scores_codex":[0.9987434,0.00001107526,0.0003548422,0.0002432689,0.000153099,0.0004943124],"domain_scores_gemma":[0.9994956,0.00003571813,0.00005116626,0.0001858118,0.00005849392,0.0001731885],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0004474086,0.0004620468,0.4198675,0.0008526472,0.0001831336,0.0009587609,0.001024516,0.0004589562,0.2278157,0.07578835,0.00001521216,0.2721258],"study_design_scores_gemma":[0.00196544,0.0005531647,0.05326575,0.000383803,0.00004387906,0.0002733035,0.0004798095,0.2534773,0.6853775,0.003274074,0.0003494715,0.0005565844],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.992544,0.0003898846,0.006062828,0.00006422045,0.0005790215,0.0002697789,0.0000240496,0.00003683682,0.00002940664],"genre_scores_gemma":[0.9919841,0.000001445673,0.007845498,0.00001204655,0.00006230796,0.00006284109,0.000002908528,0.00002677857,0.000002041463],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4575618,"threshold_uncertainty_score":0.9953479,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0053275499893188,"score_gpt":0.2474931668523539,"score_spread":0.2421656168630351,"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."}}