{"id":"W4318476201","doi":"10.1192/bjo.2022.642","title":"Examining the relationship between maternal mental health-related hospital admissions and childhood developmental vulnerability at school entry in Canada and Australia","year":2023,"lang":"en","type":"article","venue":"BJPsych Open","topic":"Maternal Mental Health During Pregnancy and Postpartum","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"Australian Research Council; Canadian Institutes of Health Research; Government of Western Australia; Australian Government","keywords":"Vulnerability (computing); Mental health; Psychology; Psychiatry; Developmental psychology; Clinical psychology; Medicine","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.0005660055,0.0001511926,0.0002559737,0.00005409662,0.0004407532,0.00004449775,0.0001474449,0.00005709923,0.0003065376],"category_scores_gemma":[0.0001289917,0.0001148579,0.00001248916,0.0001764498,0.00003253767,0.0001200638,0.0003284029,0.0003400563,0.00003757865],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006148827,"about_ca_system_score_gemma":0.0007612779,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.4026312,"about_ca_topic_score_gemma":0.1963503,"domain_scores_codex":[0.9984556,0.000145778,0.0004817004,0.0003226806,0.0002248677,0.0003694184],"domain_scores_gemma":[0.9990127,0.0001809441,0.0001102592,0.0001581581,0.000008205157,0.0005297066],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007958348,0.0000248201,0.9965738,0.0002116989,0.0000173154,0.00002252118,0.0008970174,2.921253e-7,0.000003727156,0.00001856273,0.00139859,0.0007520482],"study_design_scores_gemma":[0.001563053,0.0001221379,0.9952321,0.001832998,0.000007341866,0.0001101197,0.0004997766,0.000004520437,0.0000468684,0.00008840621,0.0003741634,0.0001185148],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9913322,0.0001847103,8.203101e-8,0.006099042,0.0002683092,0.001773942,0.00008837834,0.00002203291,0.0002313057],"genre_scores_gemma":[0.9960894,0.0000583241,0.0001174173,0.0003379333,0.00003196726,0.00008307201,0.0001058081,0.00001516688,0.00316091],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2062809,"threshold_uncertainty_score":0.8183143,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08820963879323343,"score_gpt":0.351969846301542,"score_spread":0.2637602075083086,"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."}}