{"id":"W2803739917","doi":"10.2196/10101","title":"Predicting Social Anxiety From Global Positioning System Traces of College Students: Feasibility Study","year":2018,"lang":"en","type":"article","venue":"JMIR Mental Health","topic":"Anxiety, Depression, Psychometrics, Treatment, Cognitive Processes","field":"Psychology","cited_by":92,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Anxiety; Social anxiety; Psychology; Recall bias; Fear of negative evaluation; Tracking (education); Session (web analytics); Applied psychology; Clinical psychology; Computer science; Social psychology; Psychiatry","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":[0.001057684,0.0007030573,0.0004222572,0.001069394,0.0002824689,0.0006666998,0.000644906,0.0006609011,0.0009559823],"category_scores_gemma":[0.005107785,0.000272903,0.0005464184,0.0006179108,0.0002192486,0.0006610674,0.0006532223,0.0005610719,0.0003779578],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000317424,"about_ca_system_score_gemma":0.0007058955,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008719451,"about_ca_topic_score_gemma":0.01152084,"domain_scores_codex":[0.9994223,0.0002129946,0.00004731907,0.0001289889,0.0001020805,0.00008638404],"domain_scores_gemma":[0.9979945,0.0008035527,0.0002420797,0.0002076491,0.0004205894,0.0003315894],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005288432,0.002176308,0.942326,0.00008512603,0.0001202499,0.0002268188,0.0007555365,0.002509097,0.003476476,0.00009258285,0.0004043687,0.04729846],"study_design_scores_gemma":[0.0001687477,0.004672863,0.8929324,0.00003505701,0.0001711069,0.0003930678,0.002796936,0.09614956,0.001671467,0.0002731854,0.0006753445,0.00006035547],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9979512,0.00001302943,0.00139504,0.00003359323,0.000004538235,0.0001395904,0.0002697875,0.00002950557,0.0001637755],"genre_scores_gemma":[0.9953918,0.0000336309,0.003713898,0.00001638572,0.00001221866,0.0001624732,0.000540084,0.000003250236,0.0001262554],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008719451,"threshold_uncertainty_score":0.01733738,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04019191709335515,"score_gpt":0.436159613470343,"score_spread":0.3959676963769879,"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."}}