{"id":"W2969779465","doi":"10.1016/j.adaj.2019.06.003","title":"Efficacy of light-emitting diode light polymerization units used in private practices in Toronto, Ontario, Canada","year":2019,"lang":"en","type":"article","venue":"The Journal of the American Dental Association","topic":"Dental materials and restorations","field":"Dentistry","cited_by":8,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"University of Toronto; American Academy of Arts and Sciences","keywords":"Polymerization; Dentistry; Scopus; Photopolymer; Materials science; Nanotechnology; Library science; Medicine; Computer science; Composite material; Political science; Law; MEDLINE","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009696822,0.0001728716,0.0002856113,0.0005432376,0.001582909,0.0008055929,0.0007923556,0.0004245065,0.003876306],"category_scores_gemma":[0.005849661,0.0003255295,0.0003046208,0.0008011769,0.0009517582,0.0002838972,0.0005349893,0.000587143,0.0002502473],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02043387,"about_ca_system_score_gemma":0.01958937,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9567677,"about_ca_topic_score_gemma":0.9860764,"domain_scores_codex":[0.9979224,0.0003471775,0.0001854522,0.0001927578,0.001009868,0.0003424005],"domain_scores_gemma":[0.9932389,0.001352019,0.001373106,0.0001620883,0.002565762,0.001307988],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002433516,0.0003888349,0.9442019,0.0004395845,0.00007271149,0.0004599607,0.008093379,0.0003865241,0.004630826,0.0003941841,0.002182821,0.03631581],"study_design_scores_gemma":[0.00002058752,0.0004584775,0.9946931,0.00005550436,0.000030197,0.00007730447,0.002806245,0.000191866,0.0004619771,0.00001431576,0.00117829,0.00001212668],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9919215,0.001727227,0.00008429703,0.0003748407,0.00001930474,0.00005857523,0.0005705055,0.00001301522,0.005230706],"genre_scores_gemma":[0.9970459,0.000592511,0.0001335044,0.00005897844,0.000006303578,0.000006484532,0.0001006548,0.000003138976,0.002052533],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04323232,"threshold_uncertainty_score":0.1482588,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008586027339507984,"score_gpt":0.2540199642555198,"score_spread":0.2454339369160118,"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."}}