{"id":"W4220687049","doi":"10.1186/s12884-021-04320-4","title":"An evaluation of the quality of online perinatal depression information","year":2022,"lang":"en","type":"article","venue":"BMC Pregnancy and Childbirth","topic":"Maternal Mental Health During Pregnancy and Postpartum","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"Research Manitoba","keywords":"Usability; Medicine; Quality (philosophy); The Internet; Depression (economics); Information quality; Reproductive medicine; Reading (process); Childbirth; Pregnancy; Information system; World Wide Web; Computer science","routes":{"ca_aff":true,"ca_fund":true,"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":[0.01915471,0.0002659515,0.0006846645,0.004947206,0.0004882023,0.002636157,0.0005927724,0.0004665747,0.001579202],"category_scores_gemma":[0.08057354,0.0002641124,0.0009655816,0.003381814,0.0004929418,0.00192078,0.001262394,0.000595862,0.000233976],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009981861,"about_ca_system_score_gemma":0.001059359,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001256845,"about_ca_topic_score_gemma":0.001947206,"domain_scores_codex":[0.9870678,0.005177651,0.002385266,0.0004151275,0.004642168,0.0003120198],"domain_scores_gemma":[0.8480736,0.09373957,0.0215932,0.003382334,0.03025773,0.002953669],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001502864,0.001278632,0.7491903,0.003783612,0.0005000494,0.0003771768,0.008724024,0.0004146251,0.001822907,0.0001921057,0.001507899,0.2307058],"study_design_scores_gemma":[0.00009202694,0.003688619,0.9758837,0.001297734,0.0005265081,0.0008988759,0.008377775,0.002152593,0.002802614,0.0001545325,0.004047141,0.00007782113],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9927644,0.001074886,0.001026006,0.0001768958,0.00002247779,0.0006611069,0.0006099377,0.00007855868,0.003585788],"genre_scores_gemma":[0.9925388,0.000823993,0.004963034,0.0000922963,0.00002312805,0.000303069,0.0006809193,0.00002017815,0.0005547121],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01915471,"threshold_uncertainty_score":0.101301,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04174301217363973,"score_gpt":0.350583885541229,"score_spread":0.3088408733675893,"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."}}