{"id":"W2032071735","doi":"10.1108/03684921311323716","title":"Towards compatibility between artificial and psychometric personality models","year":2013,"lang":"en","type":"article","venue":"Kybernetes","topic":"Personality Traits and Psychology","field":"Psychology","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Osta Bio Technologies (Canada)","funders":"","keywords":"Personality; Psychology; Personality psychology; Big Five personality traits; 16PF Questionnaire; Artificial intelligence; Social psychology; Computer science; Big Five personality traits and culture","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.05564884,0.0005946672,0.0006271017,0.002323292,0.001033363,0.005140996,0.001250968,0.0009204785,0.003910111],"category_scores_gemma":[0.1749281,0.0005099659,0.001153195,0.001742623,0.004302682,0.003558429,0.004197561,0.002184176,0.0006096511],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001314286,"about_ca_system_score_gemma":0.001666026,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001004162,"about_ca_topic_score_gemma":0.0005999277,"domain_scores_codex":[0.9438169,0.03726837,0.002722849,0.00500065,0.01013791,0.001053331],"domain_scores_gemma":[0.6897559,0.2425651,0.01892142,0.02900027,0.01704792,0.002709439],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0008152245,0.0004182654,0.8534226,0.000380383,0.0004432962,0.0003031416,0.006320141,0.00296298,0.001378951,0.05509162,0.0008136362,0.07764965],"study_design_scores_gemma":[0.0001240145,0.002358954,0.8058351,0.0005715711,0.0002606395,0.001224986,0.00880693,0.05755679,0.001951188,0.1130148,0.008150218,0.0001448743],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7938895,0.001002137,0.1732923,0.002579642,0.0003429496,0.000419935,0.0003056045,0.0002344271,0.02793348],"genre_scores_gemma":[0.9850154,0.00008038784,0.01404076,0.0001840633,0.00006248427,0.0001473147,0.0001349601,0.00002288891,0.000311699],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05564884,"threshold_uncertainty_score":0.2943028,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1245929622509549,"score_gpt":0.3501373843383796,"score_spread":0.2255444220874246,"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."}}