{"id":"W3095953401","doi":"10.1136/bmj.m3048","title":"Adversity in childhood is linked to mental and physical health throughout life","year":2020,"lang":"en","type":"article","venue":"BMJ","topic":"Child Abuse and Trauma","field":"Psychology","cited_by":736,"is_retracted":false,"has_abstract":true,"ca_institutions":"SickKids Foundation; Hospital for Sick Children","funders":"","keywords":"Mental health; Psychology; Physical health; Developmental psychology; Psychiatry","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":[],"consensus_categories":[],"category_scores_codex":[0.0000520821,0.00007795745,0.000169225,0.00002029143,0.00004236499,0.000008773306,0.0000710992,0.00003247889,0.0002031806],"category_scores_gemma":[0.00001078662,0.00007653843,0.00003587067,0.0001151335,0.00001561163,0.00003340512,0.000058109,0.0001298335,0.000533787],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001411732,"about_ca_system_score_gemma":0.00002649997,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001780347,"about_ca_topic_score_gemma":0.00003516967,"domain_scores_codex":[0.9993429,0.00004113626,0.000118024,0.0002459729,0.00008021293,0.0001717579],"domain_scores_gemma":[0.9996277,0.00001778573,0.00002863169,0.0001198455,0.000004029657,0.0002020028],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0002962445,0.0009106616,0.08063654,0.00002715754,0.0001329796,0.00003991809,0.4441128,0.000002509641,0.0000442367,0.001893179,0.4465866,0.02531712],"study_design_scores_gemma":[0.001856567,0.0002682067,0.966261,0.00001404756,0.000006296937,0.000004523759,0.001801878,0.00002296305,0.00001505488,0.00008478732,0.02954316,0.0001215241],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.89436,0.0001217038,0.000008179526,0.1001469,0.0001134966,0.000363712,0.00002760035,0.00003369948,0.00482473],"genre_scores_gemma":[0.9487419,0.000007433759,0.000073155,0.05066644,0.0004461342,0.000005591601,0.000006162516,0.00000800309,0.00004519755],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8856245,"threshold_uncertainty_score":0.686093,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03929117841971322,"score_gpt":0.358103103291354,"score_spread":0.3188119248716408,"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."}}