{"id":"W4414475544","doi":"10.1016/j.crbeha.2025.100189","title":"Individual differences in cyberpsychology","year":2025,"lang":"en","type":"article","venue":"Current Research in Behavioral Sciences","topic":"Mental Health Research Topics","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"","keywords":"","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.006944856,0.000151598,0.0002700298,0.002255449,0.0002986362,0.0001296901,0.001549685,0.0001476489,0.001111313],"category_scores_gemma":[0.0001087123,0.000125428,0.00003766859,0.004473556,0.001931571,0.0001876258,0.000476083,0.001531654,0.0002088097],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002892008,"about_ca_system_score_gemma":0.0004389017,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004457271,"about_ca_topic_score_gemma":0.002104424,"domain_scores_codex":[0.9942728,0.001625048,0.000500828,0.0008182939,0.001139005,0.001643998],"domain_scores_gemma":[0.998839,0.0004903285,0.00004315306,0.0003566908,0.00007447368,0.0001963329],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000301509,0.001030645,0.6708854,0.00001410959,0.000001052845,0.00003203707,0.0007443717,2.582244e-7,0.00001592231,0.01729221,0.001931447,0.3080223],"study_design_scores_gemma":[0.0006727033,0.0003967913,0.9854119,0.0002018599,0.000001021378,0.000002044842,0.002192429,0.00002316186,0.00002356735,0.007404992,0.003553487,0.0001159835],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9653005,0.002901405,0.000003361993,0.001973078,0.001539104,0.0007832294,0.00001151987,0.0000222428,0.02746558],"genre_scores_gemma":[0.9984175,0.0001790298,0.00006125902,0.00003265288,0.0000566599,0.000457651,0.000005896304,0.000004747658,0.000784597],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3145265,"threshold_uncertainty_score":0.9998018,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.7199607910791821,"score_gpt":0.6812018067517983,"score_spread":0.03875898432738378,"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."}}