{"id":"W4281803375","doi":"10.2196/preprints.23879","title":"Feasibility and Acceptability of Internet-Based Interpersonal Psychotherapy for Stress, Anxiety, and Depression in Prenatal Women: Thematic Analysis (Preprint)","year":2022,"lang":"en","type":"preprint","venue":"","topic":"Maternal Mental Health During Pregnancy and Postpartum","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Foothills Medical Centre; Alberta Health; University of Calgary; Alberta Health Services","funders":"","keywords":"Mental health; Thematic analysis; The Internet; Anxiety; mHealth; Psychology; Interpersonal communication; Medicine; Clinical psychology; Qualitative research; Psychological intervention; Nursing; Psychiatry; Social psychology; World Wide Web; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"qualitative","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"qualitative","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"}],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.03650815,0.0004253892,0.0008857513,0.002835692,0.003740294,0.003235766,0.001555383,0.0009948105,0.001528275],"category_scores_gemma":[0.05703494,0.0005587536,0.001056701,0.003849247,0.003688415,0.002916571,0.004341143,0.001276898,0.0001769963],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006249981,"about_ca_system_score_gemma":0.007577848,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00439315,"about_ca_topic_score_gemma":0.004836903,"domain_scores_codex":[0.9825044,0.01261345,0.00141752,0.0008366799,0.001710935,0.0009169452],"domain_scores_gemma":[0.9617813,0.03020316,0.002291019,0.001121489,0.004162191,0.0004409606],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00007765712,0.00007856142,0.008706097,0.0007592373,0.00003166715,0.000270735,0.9691121,0.0000486046,0.0009482849,0.001011637,0.0005496826,0.01840574],"study_design_scores_gemma":[0.00002268835,0.0001171225,0.01574831,0.001035866,0.00003821413,0.0001661322,0.9763172,0.0002886743,0.0008608424,0.00055708,0.004823556,0.00002437345],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9866734,0.0006928524,0.003257484,0.001545034,0.00009034659,0.002610304,0.0002944937,0.00001230581,0.004823793],"genre_scores_gemma":[0.9850549,0.001211416,0.005202426,0.0006353204,0.00004385346,0.006357905,0.0002593558,0.00002771165,0.001207205],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03650815,"threshold_uncertainty_score":0.1930759,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02783070076289582,"score_gpt":0.3427036017038891,"score_spread":0.3148729009409933,"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."}}