{"id":"W2405305750","doi":"10.1093/pch/14.5.287","title":"Vulnerable and marginalized children: Who are they and how can we help?","year":2009,"lang":"en","type":"article","venue":"Paediatrics & Child Health","topic":"Child and Adolescent Health","field":"Health Professions","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Montreal Children's Hospital","funders":"","keywords":"Medicine; Psychology","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.001882998,0.0004420213,0.0009321283,0.0003111312,0.003405803,0.00006185046,0.0002145857,0.0003054498,0.00004181919],"category_scores_gemma":[0.0002418021,0.0003813588,0.00008425939,0.0004190192,0.00006188935,0.0001609747,0.0001010505,0.002184203,0.0000212983],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002550501,"about_ca_system_score_gemma":0.0006849024,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006797286,"about_ca_topic_score_gemma":0.001062199,"domain_scores_codex":[0.9955106,0.001105885,0.000655882,0.0007813403,0.0004455769,0.001500677],"domain_scores_gemma":[0.9972089,0.0003555852,0.0006977473,0.0005034395,0.0001112769,0.001123049],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001466683,0.000288543,0.8390539,0.001532787,0.00003100356,0.00001020199,0.01135182,0.000002802906,0.00000403367,0.00755555,0.08682668,0.05319602],"study_design_scores_gemma":[0.004093683,0.0003544974,0.9587982,0.001161787,0.00003871054,0.00003103539,0.002003002,0.00005122968,0.000001570339,0.002896651,0.03006612,0.000503544],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.4275318,0.05241873,0.00008759234,0.51328,0.0007294111,0.003141484,0.0003565313,0.0003721242,0.002082265],"genre_scores_gemma":[0.8628983,0.09253413,0.0003731678,0.04063757,0.002567517,0.000008929715,0.00007798901,0.00005546829,0.0008468808],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.4726425,"threshold_uncertainty_score":0.9998638,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02355578877932283,"score_gpt":0.3203479449063189,"score_spread":0.2967921561269961,"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."}}