{"id":"W7116945980","doi":"10.1186/s12909-025-08469-w","title":"Evaluation of clinicians’ use of fast-curing and budget light-curing units in Saudi Arabia","year":2025,"lang":"en","type":"article","venue":"BMC Medical Education","topic":"Dental materials and restorations","field":"Dentistry","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Irradiance; Clinical Practice; Dental practice; Multiple choice; Repeated measures design","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":[0.002169087,0.0001734203,0.000194567,0.0008325455,0.0004075201,0.0006308224,0.0003369904,0.0004142972,0.001647202],"category_scores_gemma":[0.007205786,0.0001776127,0.0001974625,0.0006219278,0.000360828,0.0003951596,0.0006125885,0.0002307358,0.0002449242],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009824206,"about_ca_system_score_gemma":0.001238468,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01041367,"about_ca_topic_score_gemma":0.01077145,"domain_scores_codex":[0.9985818,0.0005096971,0.0002696625,0.00009799493,0.000403561,0.000137332],"domain_scores_gemma":[0.9921935,0.001628124,0.003215729,0.0001412827,0.002150519,0.0006708514],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001351312,0.00007649971,0.9693648,0.0002316606,0.00002156424,0.000258259,0.009212816,0.00004831213,0.001012396,0.00003176762,0.0002423986,0.01936428],"study_design_scores_gemma":[0.00001263678,0.0005881366,0.9654822,0.0002171175,0.00004185175,0.001221398,0.02909985,0.0005067204,0.0007750638,0.00002777628,0.002004822,0.00002224269],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9990017,0.0004166077,0.00003641343,0.0001421192,0.000004079835,0.000009120642,0.00003117994,0.000001902769,0.0003569025],"genre_scores_gemma":[0.9993594,0.000354667,0.0001204844,0.0000417628,0.000002784371,0.0000043842,0.0000250961,6.243127e-7,0.00009082138],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01041367,"threshold_uncertainty_score":0.02070612,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0676197287683085,"score_gpt":0.3839783849088296,"score_spread":0.3163586561405211,"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."}}