{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001631254,0.0004090276,0.0006656842,0.001251643,0.0003146164,0.001236021,0.0005707616,0.0009334147,0.00131845],"category_scores_gemma":[0.001875735,0.0004910813,0.0002881937,0.0005674568,0.0005736653,0.001517502,0.0006030638,0.0008833354,0.0008042629],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004691795,"about_ca_system_score_gemma":0.000766993,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003943038,"about_ca_topic_score_gemma":0.0006800412,"domain_scores_codex":[0.9992932,0.0001459826,0.00004123401,0.0001690111,0.0002768229,0.00007365669],"domain_scores_gemma":[0.9991027,0.000421277,0.0001453701,0.00004288996,0.0002490586,0.00003864006],"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":[0.0001283028,0.00006403132,0.00176073,0.0009360341,0.00001116692,0.00008238643,0.0001258513,0.000553947,0.9261067,0.005443432,0.0003437726,0.06444369],"study_design_scores_gemma":[0.00001596812,0.0006390158,0.003918372,0.0001562775,0.00006823192,0.001049987,0.0002430645,0.009617861,0.9606217,0.002637513,0.02096378,0.00006827006],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2232677,0.08548106,0.673485,0.002313641,0.0004266704,0.0003256566,0.0002358447,0.0008617524,0.01360255],"genre_scores_gemma":[0.4526794,0.04215671,0.499506,0.0005285319,0.0003055501,0.0002898279,0.0001447371,0.0001098939,0.00427939],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.001631254,"threshold_uncertainty_score":0.008627057,"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."}}