{"id":"W2982232793","doi":"10.29173/aar91","title":"Paternal Treatment Barriers Predictability of Preference for Types of Postpartum Depression Treatment","year":2019,"lang":"en","type":"article","venue":"Alberta Academic Review","topic":"Maternal Mental Health During Pregnancy and Postpartum","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Alberta Children's Hospital; University of Calgary","funders":"","keywords":"Multinomial logistic regression; Depression (economics); Preference; Medicine; Logistic regression; Mental health; Pharmacotherapy; Clinical psychology; Postpartum depression; Ethnic group; Family medicine; Psychiatry; Psychology; Pregnancy; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.002089665,0.0001598013,0.0001811467,0.000271392,0.0003904343,0.0005597029,0.0002297789,0.0002946873,0.005064403],"category_scores_gemma":[0.02380356,0.0001497694,0.0003218085,0.0002499011,0.0002948143,0.0002857873,0.0005676397,0.0006851334,0.0002131258],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004604955,"about_ca_system_score_gemma":0.0007944775,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005088573,"about_ca_topic_score_gemma":0.006837444,"domain_scores_codex":[0.998301,0.0009307489,0.0001465843,0.0001543432,0.0002947831,0.0001725383],"domain_scores_gemma":[0.9797732,0.01126561,0.005723155,0.0006260365,0.0008786101,0.001733532],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001005919,0.0000589352,0.9935236,0.0000195517,0.00002898355,0.00003946953,0.0004840352,0.00007175517,0.00009960469,0.0001469656,0.000195095,0.005231408],"study_design_scores_gemma":[0.000007003426,0.0001041237,0.997086,0.00005816249,0.00002267922,0.0001942053,0.001172157,0.0007127676,0.0001028973,0.0001262656,0.0004079974,0.000005868945],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9974378,0.0002503396,0.0003822505,0.0003664808,0.00001308017,0.00001574727,0.0001573262,0.000003340658,0.001373589],"genre_scores_gemma":[0.9994099,0.00007780042,0.0002397352,0.0000311658,0.000003615473,0.000007423055,0.00005237149,0.000001511959,0.000176473],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9949114,"threshold_uncertainty_score":0.01694208,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04364968504418259,"score_gpt":0.3409206207977389,"score_spread":0.2972709357535563,"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."}}