{"id":"W7163724416","doi":"","title":"Personality research in Lebanon: personal reflections on challenges and opportunities","year":2025,"lang":"en","type":"article","venue":"MPG.PuRe (Max Planck Society)","topic":"Personality Traits and Psychology","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Personality; Big Five personality traits; Mental health; Trait; Personality psychology; Emotional intelligence; Big Five personality traits and culture","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":[0.03259474,0.0007975921,0.0006045486,0.001825244,0.02059931,0.009592902,0.001268627,0.00380145,0.002679369],"category_scores_gemma":[0.02132606,0.0003496335,0.0004281838,0.0019649,0.01509677,0.006866402,0.008589009,0.01072797,0.0004868781],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008450288,"about_ca_system_score_gemma":0.008796279,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01619976,"about_ca_topic_score_gemma":0.0304908,"domain_scores_codex":[0.9828127,0.01337307,0.0003765185,0.0006171685,0.0011129,0.001707566],"domain_scores_gemma":[0.972701,0.01438355,0.001137319,0.0007538692,0.00485989,0.006164437],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00009039514,0.0001981808,0.01601426,0.0005728316,0.00005126245,0.00349963,0.7398631,0.0001697447,0.001320749,0.03560455,0.09170479,0.1109105],"study_design_scores_gemma":[0.00001008902,0.00006986062,0.005405747,0.0009018386,0.00001410464,0.0009650475,0.6907875,0.0000881857,0.00032686,0.006263449,0.2951048,0.00006252497],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.1283536,0.0790351,0.002184379,0.7572021,0.0115168,0.00005476437,0.00009135986,0.00003797435,0.0215239],"genre_scores_gemma":[0.6790568,0.05376899,0.004243305,0.2333192,0.01008379,0.000140327,0.00007758487,0.0001266905,0.0191834],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.03259474,"threshold_uncertainty_score":0.1723795,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4572795152306241,"score_gpt":0.4836037057102135,"score_spread":0.02632419047958939,"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."}}