{"id":"W7071370442","doi":"","title":"Sol-gel derived silicate-based titanium-containing bioactive glass for enamel remineralization","year":2020,"lang":"en","type":"dissertation","venue":"eScholarship@McGill (McGill)","topic":"Machine Learning in Bioinformatics","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Enamel paint; Bioactive glass; Tooth enamel; Remineralisation","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004946477,0.0008315325,0.0006795574,0.0002021798,0.0007152325,0.0001064766,0.0006689736,0.001216254,0.00004993445],"category_scores_gemma":[0.002242209,0.0009153912,0.0004703887,0.000254339,0.00006448151,0.0000424493,0.0001260184,0.0008657178,0.00006297959],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002737112,"about_ca_system_score_gemma":0.0001709783,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000545929,"about_ca_topic_score_gemma":0.0003307023,"domain_scores_codex":[0.9966528,0.0002155214,0.0009298132,0.001071932,0.0004647414,0.0006651587],"domain_scores_gemma":[0.9971815,0.000131074,0.0009963316,0.0007336083,0.0006561674,0.0003012895],"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":[0.001648234,0.000118652,0.00007972511,0.0008163168,0.0003950142,0.000007256157,0.00002511811,0.0006589579,0.9759004,0.004310693,0.00009402147,0.0159456],"study_design_scores_gemma":[0.002288674,0.001071357,0.0003088146,0.0002556593,0.0003195925,0.000009685205,0.0002765494,0.004906873,0.8560338,0.0008845375,0.1322006,0.001443897],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9369594,0.000372779,0.0007699952,0.0001698481,0.001676943,0.003074893,0.002709456,0.0004195409,0.05384716],"genre_scores_gemma":[0.9507106,0.0001085428,0.0143473,0.001313536,0.0002001761,0.000407605,0.02954189,0.0003433536,0.003026987],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1321065,"threshold_uncertainty_score":0.9993297,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01327713530237525,"score_gpt":0.2557196163653118,"score_spread":0.2424424810629365,"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."}}