{"id":"W2909785203","doi":"10.2196/12392","title":"Screening Depression and Related Conditions via Text Messaging Versus Interview Assessment: Protocol for a Randomized Study","year":2019,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"Digital Mental Health Interventions","field":"Psychology","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Depression (economics); Medicine; Short Message Service; Protocol (science); Population; Ethnically diverse; Motivational interviewing; Psychiatry; Psychology; Alternative medicine; Psychological intervention; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.04260006,0.005085923,0.00949662,0.003048606,0.004149267,0.003384827,0.003331532,0.006721687,0.1124442],"category_scores_gemma":[0.04515168,0.003263234,0.005752502,0.004404849,0.002776994,0.002691348,0.002412496,0.009040694,0.01832116],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006397626,"about_ca_system_score_gemma":0.0177474,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003016606,"about_ca_topic_score_gemma":0.005108317,"domain_scores_codex":[0.9694968,0.01849301,0.004149821,0.002175265,0.003223635,0.002461457],"domain_scores_gemma":[0.9713707,0.008476603,0.005857614,0.004127325,0.007268534,0.002899276],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.6854247,0.05191703,0.002281984,0.06236008,0.003379965,0.0006370312,0.001662689,0.005088862,0.004364524,0.009313789,0.0590171,0.1145523],"study_design_scores_gemma":[0.8137418,0.05662753,0.005251168,0.01130352,0.001354033,0.0001086307,0.0006043233,0.004031582,0.001806473,0.006525989,0.09837089,0.0002741422],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.0004293038,0.00006111803,0.0007396121,0.00005724307,0.0001318711,0.9978564,0.0004588987,0.00003434822,0.0002311005],"genre_scores_gemma":[0.0003453688,0.00003504125,0.0009838181,0.00004813782,0.00001472754,0.9984211,0.00003829133,0.000002054112,0.0001115357],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.1124442,"threshold_uncertainty_score":0.3761633,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3299730367710754,"score_gpt":0.6558747550008714,"score_spread":0.325901718229796,"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."}}