{"id":"W4398145142","doi":"10.1177/12034754241255341","title":"Reader Comment Regarding: Pediatric Dermatology in Canada: A Broad Review of Population Needs, Workforce, and Training With Proposed Solutions","year":2024,"lang":"en","type":"review","venue":"Journal of Cutaneous Medicine and Surgery","topic":"Medicine and Dermatology Studies History","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Medicine; Workforce; Dermatology; MEDLINE; Family medicine; Medical education","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.006609588,0.0007699684,0.002860841,0.003425862,0.002647433,0.003672542,0.002799569,0.02027934,0.01184324],"category_scores_gemma":[0.04017204,0.0006118192,0.002286274,0.004684705,0.00327475,0.004015414,0.002254133,0.01695171,0.006113598],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01053409,"about_ca_system_score_gemma":0.03204922,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1259809,"about_ca_topic_score_gemma":0.3076871,"domain_scores_codex":[0.9950013,0.0006789846,0.001122743,0.0005796176,0.001966747,0.0006506042],"domain_scores_gemma":[0.9508032,0.01586613,0.004749927,0.0006619955,0.02420045,0.003718366],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001849898,0.000005659213,0.0002115345,0.0005054253,0.00001665931,0.0001282076,0.0000707709,0.00001247732,0.00002717041,0.0002560502,0.99229,0.006457605],"study_design_scores_gemma":[0.00008264869,0.00002349081,0.00262242,0.005210866,0.0001309619,0.0005683507,0.0006064995,0.00004242531,0.00008953259,0.0006583559,0.989889,0.00007542557],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0001607872,0.02454567,0.00006244036,0.8803229,0.09304182,0.00003098167,0.0005561186,0.0000448065,0.001234388],"genre_scores_gemma":[0.001274138,0.03478917,0.0002326978,0.9030511,0.05572875,0.00005857549,0.0001763168,0.00003225749,0.004656916],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.8740191,"threshold_uncertainty_score":0.2504952,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08715773690388935,"score_gpt":0.3141042581581798,"score_spread":0.2269465212542904,"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."}}