{"id":"W2109560557","doi":"10.6000/1927-5129.2014.10.25","title":"Depression: An Insight and Need for Personalized Psychological Stress Monitoring and Management","year":2014,"lang":"en","type":"article","venue":"Journal of Basic & Applied Sciences","topic":"Mental Health Research Topics","field":"Psychology","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Stress management; Depression (economics); Stress (linguistics); Psychology; Applied psychology; Clinical psychology; Economics","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":[0.003429568,0.001738435,0.002247772,0.001560605,0.00174342,0.005618531,0.001812363,0.0167821,0.007243554],"category_scores_gemma":[0.02591022,0.0008244735,0.001689826,0.0006092991,0.001970941,0.00260693,0.001369899,0.01773044,0.003367707],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001540687,"about_ca_system_score_gemma":0.001710035,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004559215,"about_ca_topic_score_gemma":0.001238039,"domain_scores_codex":[0.9977158,0.0004439862,0.0004322697,0.0003643443,0.0008219811,0.0002216106],"domain_scores_gemma":[0.9735975,0.01480522,0.001800408,0.0005744676,0.006409564,0.002812839],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00009590843,0.00002315828,0.0001359888,0.0005886538,0.00004385283,0.0009455919,0.00003908505,0.00002785898,0.0001328894,0.0004513932,0.9849966,0.01251901],"study_design_scores_gemma":[0.0002476547,0.000116813,0.00179727,0.002209736,0.0002043933,0.00346278,0.0001756841,0.0003062116,0.0003361403,0.001812053,0.9892787,0.00005257111],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"empirical","genre_scores_codex":[0.0001925083,0.007244745,0.0001306937,0.05724685,0.9338837,0.00001640477,0.00004029355,0.00002695639,0.001217833],"genre_scores_gemma":[0.001107894,0.003275798,0.00008371352,0.02006433,0.973386,0.0000154127,0.00001246183,0.000012358,0.002041902],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0167821,"threshold_uncertainty_score":0.02423209,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1170859993895206,"score_gpt":0.4497665006448695,"score_spread":0.3326805012553489,"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."}}