{"id":"W4206729171","doi":"10.2196/preprints.36167","title":"Personality, Attitudes, and Behaviors Predicting Perceived Benefit in Online Support Groups (Preprint)","year":2022,"lang":"en","type":"preprint","venue":"","topic":"Health Literacy and Information Accessibility","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Agreeableness; Extraversion and introversion; Neuroticism; Personality; Psychology; Psychological intervention; Big Five personality traits; Clinical psychology; Social support; Applied psychology; Social psychology; Psychiatry","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"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":[0.001170191,0.00009630498,0.0001259759,0.0003534711,0.0004114312,0.0006859949,0.0001325946,0.0002297394,0.00220612],"category_scores_gemma":[0.004448447,0.0001126229,0.0003810087,0.0003678961,0.0001494768,0.0003511231,0.0003156746,0.0004190179,0.0002190278],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003839806,"about_ca_system_score_gemma":0.0005163412,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01365435,"about_ca_topic_score_gemma":0.03121366,"domain_scores_codex":[0.9997104,0.0000869776,0.00003152166,0.00002493902,0.00008345844,0.00006284293],"domain_scores_gemma":[0.9975055,0.0005704292,0.0008114484,0.00009012147,0.0002851746,0.0007373702],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002983984,0.000105367,0.9941948,0.000009405805,0.00001636437,0.00003126377,0.0005944326,0.00002909253,0.00008349377,0.00001270433,0.0002133768,0.004679882],"study_design_scores_gemma":[0.000002249563,0.00006108608,0.9988195,0.000007926718,0.000005914149,0.00002355185,0.0008001421,0.00007864077,0.00002538902,0.00001095188,0.0001630162,0.000001568356],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9994047,0.00004008699,0.00002068565,0.0000684219,0.000005158364,0.000007413154,0.00005875711,0.000001111945,0.0003938091],"genre_scores_gemma":[0.9991832,0.00007507225,0.0001201556,0.00004907237,0.000005470621,0.000008938576,0.0001372262,7.014178e-7,0.0004200614],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01365435,"threshold_uncertainty_score":0.02714974,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07440754676103332,"score_gpt":0.4562740908934991,"score_spread":0.3818665441324657,"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."}}