{"id":"W2159294915","doi":"10.1002/per.655","title":"Personality characteristics of research volunteers","year":2007,"lang":"en","type":"article","venue":"European Journal of Personality","topic":"Personality Traits and Psychology","field":"Psychology","cited_by":77,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"Social Sciences and Humanities Research Council of Canada; Academy of Finland","keywords":"Agreeableness; Conscientiousness; Psychology; Personality; Extraversion and introversion; Neuroticism; Big Five personality traits; Clinical psychology; Hierarchical structure of the Big Five; Sibling; Social psychology; Developmental psychology","routes":{"ca_aff":true,"ca_fund":true,"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":["metaresearch","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.03107567,0.0002418107,0.0006078349,0.0003973471,0.0001666556,0.00003176833,0.0008381947,0.000110479,0.004025008],"category_scores_gemma":[0.0005222437,0.0002143428,0.0004512239,0.0005456333,0.001025867,0.0001290945,0.00007904867,0.001378123,0.0002357133],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001113508,"about_ca_system_score_gemma":0.0001134418,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002130689,"about_ca_topic_score_gemma":0.0000296831,"domain_scores_codex":[0.9931235,0.003023238,0.00152841,0.0003915605,0.001140726,0.0007925137],"domain_scores_gemma":[0.9964302,0.0006553594,0.0007761791,0.0004913684,0.001228034,0.0004188705],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01023435,0.0052491,0.5728778,0.0005162993,0.002208818,0.00528293,0.1179075,0.000001145893,0.01816693,0.03934839,0.1009961,0.1272106],"study_design_scores_gemma":[0.001272763,0.0007552723,0.9220623,0.00008498834,0.00004861546,0.0004541361,0.00436152,0.000001174466,0.00006271113,0.0001392971,0.07056618,0.0001910609],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8832198,0.0004632251,0.001649355,0.001121362,0.001464591,0.0001018908,0.00007744003,0.00001834658,0.111884],"genre_scores_gemma":[0.9951835,0.00001684512,0.0007280672,0.0005660068,0.001609517,4.679023e-7,0.000007465747,0.00004445877,0.001843626],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3491845,"threshold_uncertainty_score":0.9977115,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.134914113514346,"score_gpt":0.4283030674913405,"score_spread":0.2933889539769945,"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."}}