{"id":"W4392041991","doi":"10.1111/scd.12973","title":"The global distribution of special needs dentistry across dental school curricula","year":2024,"lang":"en","type":"article","venue":"Special Care in Dentistry","topic":"Dental Health and Care Utilization","field":"Dentistry","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Curriculum; Workforce; Medicine; Specialty; Population; Medical education; Distribution (mathematics); Dental education; Clinical Practice; Family medicine; Dentistry; Economic growth; Environmental health; Pedagogy; Psychology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0003444731,0.0003486403,0.0003504457,0.00007486045,0.0003976406,0.0006893789,0.0006765863,0.0003871835,0.0009230188],"category_scores_gemma":[0.000256618,0.0003244473,0.0003587897,0.001612013,0.0003510009,0.0004043734,0.0003418446,0.0005455932,0.001111308],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001756771,"about_ca_system_score_gemma":0.0003119062,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003586747,"about_ca_topic_score_gemma":0.02114926,"domain_scores_codex":[0.9964281,0.0001460344,0.0009830382,0.0005359936,0.001096752,0.0008100457],"domain_scores_gemma":[0.9987066,0.0001055007,0.0001866884,0.0004884189,0.0002370778,0.000275715],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006481014,0.0002470876,0.6910994,0.001464043,0.0001054219,0.005968094,0.0007005543,0.0000361059,0.0001034053,0.02469897,0.1182466,0.1566822],"study_design_scores_gemma":[0.001275053,0.000108442,0.8378446,0.0006301595,0.00008328952,0.001978358,0.01485371,0.0000655015,0.001061728,0.001457003,0.140085,0.0005572129],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9471939,0.006304123,0.0002123488,0.00001891072,0.0352437,0.0004317448,0.002697713,0.000116092,0.00778152],"genre_scores_gemma":[0.985051,0.0001516214,0.00001027025,0.00002740062,0.01216581,0.00005548175,0.001177912,0.00003441465,0.001326051],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.156125,"threshold_uncertainty_score":0.9999903,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01034010735428827,"score_gpt":0.3352148170262865,"score_spread":0.3248747096719983,"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."}}