{"id":"W1965001891","doi":"10.2196/mental.3573","title":"Breaking Open the Black Box: Isolating the Most Potent Features of a Web and Mobile Phone-Based Intervention for Depression, Anxiety, and Stress","year":2015,"lang":"en","type":"article","venue":"JMIR Mental Health","topic":"Digital Mental Health Interventions","field":"Psychology","cited_by":83,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Anxiety; Psychological intervention; Context (archaeology); mHealth; Randomized controlled trial; Mobile phone; Mental health; Intervention (counseling); Depression (economics); Clinical psychology; Medicine; Psychology; Psychiatry; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009568792,0.0001600003,0.0002291002,0.00005085657,0.0003492079,0.0001215875,0.0003144241,0.00006094012,0.0000221415],"category_scores_gemma":[0.00001677291,0.0001016554,0.00007566124,0.0001366978,0.0001810037,0.0001795112,0.0003330406,0.0001692427,0.000003729045],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001340469,"about_ca_system_score_gemma":0.00007971764,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001781971,"about_ca_topic_score_gemma":0.0009711023,"domain_scores_codex":[0.9983558,0.0002731338,0.0005319979,0.0003187395,0.0001864607,0.0003338768],"domain_scores_gemma":[0.9989197,0.0001290196,0.0004333174,0.0003047439,0.00005372585,0.0001595072],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.002935579,0.003135348,0.03230603,0.001933821,0.0001558809,0.000001859209,0.02476149,0.00003659533,0.0002009238,0.002587114,0.07726765,0.8546777],"study_design_scores_gemma":[0.0716078,0.02605773,0.5056158,0.01840873,0.0002429377,0.0007739669,0.2412309,0.01513069,0.009929197,0.007214717,0.1016399,0.002147662],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9779467,0.003790629,0.0002187111,0.006080915,0.0008539796,0.007167318,0.001139097,0.00004355896,0.002759109],"genre_scores_gemma":[0.9968935,0.00001314491,0.0002899599,0.001055068,0.00004808784,0.0009555862,0.0001023634,0.00002670039,0.0006156103],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8525301,"threshold_uncertainty_score":0.4145387,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03643156523265251,"score_gpt":0.4163221910133403,"score_spread":0.3798906257806878,"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."}}