{"id":"W2075289519","doi":"10.1186/1745-6215-15-3","title":"Comparing the feasibility, acceptability, clinical-, and cost-effectiveness of mental health e-screening to paper-based screening on the detection of depression, anxiety, and psychosocial risk in pregnant women: a study protocol of a randomized, parallel-group, superiority trial","year":2014,"lang":"en","type":"article","venue":"Trials","topic":"Maternal Mental Health During Pregnancy and Postpartum","field":"Medicine","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; McMaster University; The King's University; University of Calgary; University of Alberta","funders":"Canadian Institutes of Health Research; University of Alberta; Strong; Children's Health Research Institute","keywords":"Medicine; Psychosocial; Anxiety; Mental health; Randomized controlled trial; Psychiatry; Intervention (counseling); Family medicine; Depression (economics)","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.05321013,0.0002167381,0.002354661,0.00008835523,0.0001989282,0.00001797693,0.0001488429,0.00009566477,0.00001582503],"category_scores_gemma":[0.003940064,0.0001170924,0.0002222102,0.0001786578,0.0002956682,0.00005991065,0.000140105,0.0003530966,1.229146e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005896571,"about_ca_system_score_gemma":0.00007070992,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001374396,"about_ca_topic_score_gemma":0.0003568027,"domain_scores_codex":[0.9800894,0.01640655,0.002320505,0.0004369159,0.0004679873,0.0002786473],"domain_scores_gemma":[0.9914433,0.006739431,0.001154297,0.0004357215,0.00006957428,0.0001577288],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"observational","study_design_scores_codex":[0.5423922,0.00105034,0.4417835,0.001242903,0.00006268288,1.20122e-7,0.001313386,0.00001626796,0.0001360916,0.00001002412,3.404713e-7,0.01199212],"study_design_scores_gemma":[0.4140852,0.006362262,0.5735885,0.00381541,0.00006819359,0.000001234675,0.0004687988,0.0003151901,0.00107393,0.0001269354,0.00001407233,0.00008026],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7737591,0.0000665601,0.0007432245,0.0001752953,0.0001200808,0.2250977,0.00001595593,0.0000104573,0.00001158764],"genre_scores_gemma":[0.9446815,0.00003991959,0.0002188756,0.00007196618,0.00008104525,0.05489067,0.000001620727,0.00001350978,8.896337e-7],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1709224,"threshold_uncertainty_score":0.9749194,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1617914682027565,"score_gpt":0.467032612277087,"score_spread":0.3052411440743305,"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."}}