{"id":"W3015745017","doi":"10.2196/16684","title":"Causal Factors of Anxiety and Depression in College Students: Longitudinal Ecological Momentary Assessment and Causal Analysis Using Peter and Clark Momentary Conditional Independence","year":2020,"lang":"en","type":"article","venue":"JMIR Mental Health","topic":"Mental Health Research Topics","field":"Psychology","cited_by":28,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Anxiety; Mental health; Cohort; Psychology; Depression (economics); Population; Clinical psychology; Demography; Psychiatry; Medicine; Internal medicine","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":[0.007376038,0.0003451846,0.0002963072,0.00131736,0.0009793339,0.0008766447,0.000619802,0.0003485933,0.001518686],"category_scores_gemma":[0.02862996,0.000333192,0.001046294,0.001159551,0.0006690093,0.0007678951,0.001299145,0.001022431,0.00006914267],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009449116,"about_ca_system_score_gemma":0.001693093,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0316586,"about_ca_topic_score_gemma":0.02833702,"domain_scores_codex":[0.9977049,0.001514316,0.00009069056,0.0004069866,0.0001317978,0.0001513242],"domain_scores_gemma":[0.9842474,0.009494471,0.002768479,0.001910724,0.0008408326,0.000738108],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001133213,0.000113924,0.9865152,0.00001278509,0.0001592649,0.00005273831,0.0006116967,0.001555348,0.0001383788,0.001033769,0.0001416938,0.009551907],"study_design_scores_gemma":[0.00002936766,0.0002407187,0.945552,0.00002709477,0.000268484,0.0001474389,0.0008183236,0.04801413,0.0002644272,0.004018815,0.0005900678,0.00002918297],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9903327,0.00007688321,0.008970386,0.00009837527,0.000008363763,0.00008097772,0.0001553787,0.0000162185,0.0002606744],"genre_scores_gemma":[0.9949049,0.00004180016,0.004622218,0.00001235064,0.000006589135,0.00008723498,0.0002021955,0.00000331315,0.0001194645],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0316586,"threshold_uncertainty_score":0.06294864,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0845485784209584,"score_gpt":0.4710307958315707,"score_spread":0.3864822174106123,"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."}}