{"id":"W3180615186","doi":"10.37964/cr24742","title":"Understanding attention deficit/hyperactivity disorder in physicians: workplace implications and management strategies","year":2021,"lang":"en","type":"article","venue":"Canadian Journal of Physician Leadership","topic":"Attention Deficit Hyperactivity Disorder","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Impulsivity; Psychology; Attention deficit hyperactivity disorder; Psychiatry; Neurodevelopmental disorder; Clinical psychology; Autism","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001889505,0.0001794169,0.0003584241,0.0003931488,0.0001601306,0.000128713,0.00008145658,0.0000816061,0.00003904669],"category_scores_gemma":[0.00004851342,0.0002010262,0.0001404092,0.0006614839,0.0001418247,0.0006363851,0.00001153595,0.0004461762,0.00001016748],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004639855,"about_ca_system_score_gemma":0.000587905,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002812099,"about_ca_topic_score_gemma":0.01665088,"domain_scores_codex":[0.9987059,0.0001137951,0.000330327,0.0002457329,0.0001998475,0.0004043832],"domain_scores_gemma":[0.9990856,0.00008778105,0.0002091058,0.0002172835,0.0001567069,0.0002435331],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008504961,0.0005058763,0.9409167,0.0006029435,0.0004389434,0.0008232632,0.0009808749,0.0008137788,0.005197342,0.03238281,0.0004442638,0.01680814],"study_design_scores_gemma":[0.001654715,0.00007224648,0.8379622,0.0008528994,0.0002141799,0.000215657,0.1564873,0.00009312159,0.00001758788,0.001600227,0.0005820257,0.0002478546],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9731209,0.001645536,0.006192454,0.01428977,0.0001473512,0.0002281026,0.000008681168,0.00001094328,0.004356264],"genre_scores_gemma":[0.9985725,0.0001114243,0.0003108918,0.0005322812,0.0001042994,0.000006187217,0.00001261464,0.00003060219,0.0003191953],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1555064,"threshold_uncertainty_score":0.9291579,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.15264058193571,"score_gpt":0.3130811126585746,"score_spread":0.1604405307228646,"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."}}