{"id":"W4408145441","doi":"10.1101/2025.02.27.640377","title":"Biopsychosocial Correlates of Resting and Stress-Reactive Salivary GDF15: Preliminary Findings","year":2025,"lang":"en","type":"preprint","venue":"bioRxiv (Cold Spring Harbor Laboratory)","topic":"GDF15 and Related Biomarkers","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; Douglas Mental Health University Institute","funders":"","keywords":"Biopsychosocial model; Psychology; Clinical psychology; Stress (linguistics); Psychotherapist; Philosophy; Linguistics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0004642195,0.0006032397,0.0009515492,0.0005508852,0.0001707832,0.00005432569,0.0002776187,0.001338295,0.00002492984],"category_scores_gemma":[0.0005451954,0.0005885631,0.000234704,0.0006280807,0.0003946217,0.00009448835,0.0005622096,0.001387747,0.000008206312],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001931186,"about_ca_system_score_gemma":0.0007960108,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001209751,"about_ca_topic_score_gemma":7.845932e-7,"domain_scores_codex":[0.9971963,0.000119492,0.0007502172,0.00100937,0.0004180831,0.0005065099],"domain_scores_gemma":[0.9976143,0.0002656762,0.0005281522,0.000789464,0.0005106317,0.0002918387],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001387082,0.0005866381,0.5835574,0.004284019,0.001784652,0.0003082273,0.0001397206,0.00001141119,0.4067169,0.0002912462,0.0009166125,0.00001610973],"study_design_scores_gemma":[0.001597079,0.0003093744,0.8666475,0.008272898,0.001142708,2.168679e-7,0.00004057674,0.0002607412,0.12081,0.000005577017,0.0002831378,0.0006302088],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9922385,0.003880128,0.00004831689,0.0004098022,0.001308106,0.001032905,0.0006005699,0.0002686903,0.0002129526],"genre_scores_gemma":[0.9965132,0.0007165881,0.00229222,0.00007391719,0.0002151545,0.00006150796,0.000002575358,0.00008027531,0.00004458334],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2859069,"threshold_uncertainty_score":0.9999582,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01096009357763657,"score_gpt":0.2414680439976805,"score_spread":0.2305079504200439,"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."}}