{"id":"W2411379652","doi":"10.1111/jan.13017","title":"A concept analysis of women's vulnerability during pregnancy, birth and the postnatal period","year":2016,"lang":"en","type":"article","venue":"Journal of Advanced Nursing","topic":"Maternal Mental Health During Pregnancy and Postpartum","field":"Medicine","cited_by":85,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre for Global Health Research","funders":"","keywords":"Pregnancy; Obstetrics; Period (music); Medicine; Vulnerability (computing); Perinatal period; Psychology; Biology; Computer science; Philosophy","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02074537,0.0006794092,0.0008189346,0.007984134,0.005113268,0.005206803,0.001679229,0.001289845,0.003374499],"category_scores_gemma":[0.02360058,0.0003381963,0.001242749,0.00755943,0.009117358,0.009290949,0.005711058,0.002057177,0.0002275158],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01007542,"about_ca_system_score_gemma":0.02446424,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006501069,"about_ca_topic_score_gemma":0.006040115,"domain_scores_codex":[0.9887844,0.008296238,0.0004936805,0.0004599043,0.001464816,0.0005009316],"domain_scores_gemma":[0.9781367,0.01570482,0.001679398,0.0005268975,0.003338872,0.0006132027],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001273829,0.00007109251,0.01013216,0.004992976,0.00006526559,0.001213494,0.7625493,0.0002555629,0.0007270666,0.115548,0.006553407,0.09776416],"study_design_scores_gemma":[0.00003558786,0.0001335995,0.01103419,0.006416781,0.0001211112,0.00158362,0.8051453,0.0004611091,0.0006680402,0.04264215,0.1316834,0.00007505237],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.6022875,0.05405996,0.09896737,0.04779187,0.00221349,0.01135084,0.00326741,0.0001296598,0.1799319],"genre_scores_gemma":[0.8763365,0.01968209,0.08654451,0.002695572,0.000158023,0.006411343,0.0006756623,0.00005552358,0.007440817],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.02074537,"threshold_uncertainty_score":0.1097133,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008523244291613913,"score_gpt":0.2969227696333288,"score_spread":0.2883995253417149,"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."}}