{"id":"W4364323308","doi":"10.35493/medu.43.22","title":"Perinatal Mental Health in Hamilton and Montreal","year":2023,"lang":"en","type":"article","venue":"The Meducator","topic":"Maternal Mental Health During Pregnancy and Postpartum","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; McMaster University","funders":"","keywords":"Mental health; Mandate; Psychiatry; Medicine; Mental illness; Childbirth; Public health; Pregnancy; Psychology; Nursing; Political science","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002494493,0.0000700953,0.0001338686,0.00006071687,0.00009152508,0.000006356076,0.000046537,0.0000197556,0.00004189667],"category_scores_gemma":[0.000008667018,0.00004622887,0.00001702296,0.0001157443,0.00004421723,0.00002401537,0.00003120245,0.0001179835,0.00008989122],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000647482,"about_ca_system_score_gemma":0.00007703435,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000866184,"about_ca_topic_score_gemma":0.0001302952,"domain_scores_codex":[0.999365,0.00004162373,0.0001355713,0.0001182389,0.00009565018,0.0002438939],"domain_scores_gemma":[0.9996741,0.00003000321,0.00002655798,0.0001302351,0.000003752472,0.0001353699],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004362237,0.001257154,0.5509846,0.01777639,0.0001512702,0.0004198628,0.243179,0.000002177923,0.001399998,0.004869141,0.04098227,0.1346159],"study_design_scores_gemma":[0.000884172,0.0002405424,0.9849963,0.001180108,0.000003886954,0.0001771415,0.001120072,0.00006603498,0.0005103523,0.0001433727,0.01060954,0.00006853617],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9675895,0.001189992,1.012456e-7,0.02979055,0.000430551,0.0003507254,0.00001511713,0.00004354299,0.000589949],"genre_scores_gemma":[0.9935805,0.00120768,0.00001964574,0.001596036,0.00008914746,0.00003196614,0.00001784896,0.00001068805,0.003446477],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4340116,"threshold_uncertainty_score":0.1885159,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01873380139337332,"score_gpt":0.3229529008946743,"score_spread":0.3042190995013009,"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."}}