{"id":"W4401890417","doi":"10.1016/j.gpeds.2024.100229","title":"Knowledge, confidence and clinical reasoning of dental students for diagnosing pediatric periodontal diseases","year":2024,"lang":"en","type":"article","venue":"Global Pediatrics","topic":"Clinical Reasoning and Diagnostic Skills","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Medicine; Dentistry","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.0005740768,0.0002116874,0.0005387819,0.00009155359,0.00008088003,0.0001085264,0.000152451,0.0001895928,0.0000274668],"category_scores_gemma":[0.03413748,0.0001871889,0.0003415151,0.0004948758,0.0001641663,0.00009208143,0.0001827408,0.0002105257,0.00002593278],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009647617,"about_ca_system_score_gemma":0.0004488453,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003828054,"about_ca_topic_score_gemma":0.0000118328,"domain_scores_codex":[0.9979062,0.00005645275,0.000728352,0.0005368006,0.0004308285,0.0003413841],"domain_scores_gemma":[0.9878992,0.01108479,0.0001250168,0.0002149381,0.000179808,0.0004962308],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001455721,0.0005955438,0.9817422,0.000384867,0.00005229267,0.00008623055,0.00004758065,0.000001017987,4.157445e-7,0.0009547018,0.006570356,0.009419245],"study_design_scores_gemma":[0.002125533,0.0008895708,0.9920728,0.0007064913,0.002102363,0.00008924856,0.0001754827,0.0005409499,0.000002642599,0.0004235215,0.0006405186,0.0002308871],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9571085,0.03913048,0.0005835626,0.0001004679,0.001660702,0.0005105399,0.0003422336,0.0001198416,0.0004436678],"genre_scores_gemma":[0.9889938,0.007405242,0.001047691,0.00009421226,0.002257271,0.00002317763,0.00005581949,0.00002313886,0.00009967089],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0335634,"threshold_uncertainty_score":0.9739984,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02653388841783012,"score_gpt":0.4203708772641076,"score_spread":0.3938369888462775,"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."}}