{"id":"W4362522840","doi":"10.1186/s12905-023-02309-z","title":"A mixed-method study exploring barriers and facilitators to midwives’ mental health in Ontario","year":2023,"lang":"en","type":"article","venue":"BMC Women s Health","topic":"Maternal Mental Health During Pregnancy and Postpartum","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Toronto Metropolitan University; McMaster University Medical Centre","funders":"Association of Ontario Midwives","keywords":"Mental health; Nursing; Psychology; Medicine; Medical education; Psychotherapist","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":[0.002386403,0.0002336,0.0006513851,0.00044716,0.0002980648,0.00001896954,0.00008968271,0.00003929808,0.0001032384],"category_scores_gemma":[0.00005214357,0.0002271282,0.00003539609,0.0004815982,0.00002338296,0.0001103893,0.0001251562,0.0003465292,0.00008494315],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002277803,"about_ca_system_score_gemma":0.001337118,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.05063931,"about_ca_topic_score_gemma":0.1235162,"domain_scores_codex":[0.9969062,0.000422951,0.0006856151,0.0005547025,0.0003340264,0.001096536],"domain_scores_gemma":[0.9977901,0.00009680979,0.000106292,0.0002975012,0.0000140903,0.00169522],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001098714,0.0001894697,0.8179941,0.002872272,0.0000210488,0.0000325473,0.1721162,0.00001296257,0.000005450868,0.00006155838,0.0003380775,0.005257659],"study_design_scores_gemma":[0.002671234,0.003388541,0.9420213,0.001770252,0.00000222849,0.00002666858,0.04198886,0.00002534621,0.00001547158,0.00004966827,0.007866785,0.0001736603],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9920591,0.0002260393,0.0000271453,0.003918455,0.0009531886,0.002568745,0.00004635602,0.0001311171,0.00006987699],"genre_scores_gemma":[0.9889322,0.0002201092,0.002424592,0.003949814,0.00005170994,0.0008678513,0.00002746272,0.00004070532,0.00348556],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1301273,"threshold_uncertainty_score":0.9556826,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08692090860212903,"score_gpt":0.3629809997429347,"score_spread":0.2760600911408057,"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."}}