{"id":"W2619146766","doi":"10.1503/cmaj.161182","title":"Developmental surveillance of young children in clinical settings: Time to step out or step up?","year":2017,"lang":"en","type":"letter","venue":"Canadian Medical Association Journal","topic":"Child and Adolescent Health","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Paediatric Society; Izaak Walton Killam Health Centre; Dalhousie University","funders":"","keywords":"Task force; Task (project management); Medicine; Preventive care; Health surveillance; Pediatrics; Computer science; Data science; Health care; Environmental health","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.003871621,0.000446714,0.0008189752,0.0009632591,0.002873267,0.002140498,0.001984092,0.01596108,0.006670142],"category_scores_gemma":[0.03857953,0.0004584099,0.0006080823,0.0008479931,0.001976374,0.004940146,0.002275556,0.01619761,0.002608536],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003782761,"about_ca_system_score_gemma":0.00760885,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03248037,"about_ca_topic_score_gemma":0.04793097,"domain_scores_codex":[0.9940017,0.002237178,0.001064384,0.0004557787,0.001257715,0.0009831905],"domain_scores_gemma":[0.9776703,0.009404032,0.002326821,0.0005463946,0.004505228,0.005547127],"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":[0.00006551847,0.0001214225,0.02533415,0.0003740851,0.00001459054,0.01031815,0.00153728,0.0001078376,0.0006505906,0.003401694,0.8691179,0.08895673],"study_design_scores_gemma":[0.0002804157,0.0007362944,0.081738,0.01882792,0.0001219811,0.0609092,0.02871621,0.002051694,0.001526863,0.03159241,0.7731537,0.0003452269],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.002180696,0.003157998,0.0002031272,0.9882604,0.003061089,0.00001592753,0.00005943752,0.00002747418,0.003033922],"genre_scores_gemma":[0.09204517,0.01881898,0.002901334,0.8534182,0.02748143,0.0001718289,0.0003049968,0.00007074436,0.004787283],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.9675196,"threshold_uncertainty_score":0.06458259,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03141933244571692,"score_gpt":0.3734391162717896,"score_spread":0.3420197838260726,"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."}}