{"id":"W4251619725","doi":"10.1007/978-3-319-28099-8_1067-1","title":"Dynamic Trait","year":2016,"lang":"en","type":"book-chapter","venue":"","topic":"Personality Traits and Psychology","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"St. Thomas University","funders":"","keywords":"Trait; Computer science; Programming language","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":[0.000247239,0.0005689148,0.0002165577,0.0005245199,0.0004868423,0.001777368,0.0004406256,0.0004462834,0.03844047],"category_scores_gemma":[0.0006806338,0.0001445882,0.000195762,0.0004802338,0.00119982,0.001994796,0.001147531,0.001258499,0.01286509],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008792291,"about_ca_system_score_gemma":0.000475784,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007663172,"about_ca_topic_score_gemma":0.0008474442,"domain_scores_codex":[0.9998392,0.00002242093,0.000005271955,0.00005675556,0.00005969042,0.00001662522],"domain_scores_gemma":[0.9998847,0.0000327739,0.00001001464,0.00002872251,0.00002265102,0.00002104811],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00002318418,0.00002132877,0.0005419272,0.00007715311,0.000007104855,0.00005495416,0.0005211778,0.000419062,0.001059301,0.7361582,0.05258714,0.2085294],"study_design_scores_gemma":[0.00000437324,0.00003216049,0.001831064,0.0001144351,0.000008684587,0.000375899,0.0002511403,0.001144873,0.0005721566,0.2886913,0.7069587,0.00001525951],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.003623722,0.002678629,0.02789991,0.001963151,0.0005479905,0.00003161085,0.0002044259,0.0002230687,0.9628276],"genre_scores_gemma":[0.1116469,0.003842588,0.008867759,0.0007888231,0.0005111354,0.0000854332,0.0004044982,0.0001936132,0.8736592],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03844047,"threshold_uncertainty_score":0.1285962,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04078283425115862,"score_gpt":0.3319078713695097,"score_spread":0.291125037118351,"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."}}