{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001885355,0.0002306685,0.0002919006,0.0009713901,0.0005902759,0.0006241463,0.0001592856,0.0003373576,0.001233824],"category_scores_gemma":[0.005861125,0.0001657275,0.0002233054,0.0003369043,0.0002986086,0.0002700774,0.0005275848,0.0004277285,0.0006027903],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001551594,"about_ca_system_score_gemma":0.0002498873,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008412817,"about_ca_topic_score_gemma":0.0009590115,"domain_scores_codex":[0.9992552,0.0003101447,0.0000741304,0.00009338202,0.0001574691,0.000109626],"domain_scores_gemma":[0.9973069,0.0004035546,0.0006594888,0.0002350046,0.0005448816,0.0008502052],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005402784,0.000500337,0.9753299,0.00004513956,0.00004093277,0.0005283334,0.004407713,0.00003920364,0.003014819,0.0001174695,0.0006500518,0.01478566],"study_design_scores_gemma":[0.00003108654,0.001963704,0.990723,0.00002286228,0.00002241293,0.001219601,0.00359279,0.0001282871,0.0003834089,0.0001038597,0.001791973,0.00001699588],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9991751,0.0001441064,0.0000846519,0.00003882524,0.00001409906,0.00002702025,0.00007431684,0.000002945256,0.0004388786],"genre_scores_gemma":[0.9985783,0.0001064386,0.0002592101,0.00007895968,0.00002351155,0.00004444504,0.0002356399,0.000001792984,0.0006715882],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001885355,"threshold_uncertainty_score":0.009970844,"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."}}