{"id":"W4400526226","doi":"10.2196/56765","title":"Influence of Psychological Stress on the Response to Periodontal Treatment: Protocol for a Systematic Review","year":2024,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"Oral microbiology and periodontitis research","field":"Dentistry","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Preprint; Protocol (science); Psychology; Psychological stress; Psychological therapy; Clinical psychology; Applied psychology; Stress (linguistics); Medicine; Anxiety; Alternative medicine; Computer science; Psychiatry; World Wide Web","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"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":[0.09482372,0.007033339,0.01879579,0.01177517,0.005384749,0.007563381,0.004850319,0.009871952,0.0690757],"category_scores_gemma":[0.1156074,0.006460343,0.01873245,0.01226673,0.006354803,0.008579448,0.005272671,0.0096185,0.01221876],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01441182,"about_ca_system_score_gemma":0.0577907,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004406212,"about_ca_topic_score_gemma":0.0099345,"domain_scores_codex":[0.9429692,0.0260942,0.01791456,0.003988514,0.006630125,0.002403401],"domain_scores_gemma":[0.9305347,0.02733737,0.01465606,0.007597583,0.01722175,0.002652534],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.010468,0.0006365965,0.0007381385,0.8926718,0.003087695,0.0009006296,0.002600218,0.001583158,0.00271813,0.007669887,0.03982184,0.03710399],"study_design_scores_gemma":[0.05229497,0.004538373,0.006711228,0.5587754,0.01138611,0.001043316,0.002691326,0.002483766,0.004200532,0.02422228,0.3306713,0.0009813226],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.0001714477,0.001070502,0.001089509,0.0002405535,0.0003224984,0.9951681,0.001611785,0.00006850865,0.0002570808],"genre_scores_gemma":[0.0001522519,0.0004500947,0.002007659,0.0001161591,0.00002107475,0.9969419,0.0001796769,0.00000470062,0.0001264772],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.09482372,"threshold_uncertainty_score":0.5014818,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3103511426323233,"score_gpt":0.6171077010944165,"score_spread":0.3067565584620932,"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."}}