{"id":"W3034755207","doi":"10.1111/jopr.13213","title":"Tooth Shade Preferences among the General Public","year":2020,"lang":"en","type":"article","venue":"Journal of Prosthodontics","topic":"Dental Erosion and Treatment","field":"Dentistry","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Hue; Dentistry; Orthodontics; Medicine; Observer (physics); Logistic regression; Artificial intelligence; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003041195,0.0001200485,0.0002162024,0.00003404262,0.0001019951,0.0002670796,0.0003730679,0.00006027091,0.000238282],"category_scores_gemma":[0.0002275309,0.00006622929,0.0001759023,0.0001598338,0.00008067482,0.0002548221,0.00008884024,0.0002996041,0.00008362375],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003704692,"about_ca_system_score_gemma":0.00007224471,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007227511,"about_ca_topic_score_gemma":0.00003401228,"domain_scores_codex":[0.9986781,0.0001332811,0.0004247001,0.0001080444,0.0004774967,0.0001783618],"domain_scores_gemma":[0.9990581,0.0000628757,0.0003939451,0.0001363873,0.0001453023,0.0002033621],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001594508,0.000354595,0.9267012,0.00004976715,0.0002876347,0.0007702105,0.001352091,0.00004502784,0.003092695,0.003491557,0.04760464,0.01609106],"study_design_scores_gemma":[0.002526153,0.0009130565,0.9193087,0.00007845766,0.0002632931,0.0007556354,0.001170348,0.0009083443,0.00812736,0.000993182,0.06464172,0.0003137026],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9908336,0.0004349234,0.001130464,0.004580777,0.0007796821,0.0001429061,0.000008344318,0.00001970508,0.002069602],"genre_scores_gemma":[0.9945624,0.00005783966,0.002473542,0.0008409162,0.000455794,0.000002527752,0.000002038824,0.00001404895,0.00159088],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01703708,"threshold_uncertainty_score":0.2700752,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08778681287116911,"score_gpt":0.3116444458928002,"score_spread":0.223857633021631,"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."}}