{"id":"W4233019528","doi":"10.1007/978-3-319-28099-8_2120-1","title":"Source Trait","year":2019,"lang":"en","type":"book-chapter","venue":"","topic":"Personality Traits and Psychology","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"","keywords":"Trait; Geography; 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":[0.000221279,0.0005909886,0.0003673027,0.0008603512,0.0004582295,0.001632751,0.0004647136,0.0004274042,0.2922071],"category_scores_gemma":[0.001064443,0.0001055473,0.0001689276,0.0009775297,0.0001963413,0.001286258,0.0008701941,0.000870326,0.2132993],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005091606,"about_ca_system_score_gemma":0.0003926752,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001680355,"about_ca_topic_score_gemma":0.001977594,"domain_scores_codex":[0.9998547,0.00001586879,0.000005804148,0.00003573846,0.00007297324,0.00001490057],"domain_scores_gemma":[0.9997699,0.00004396481,0.00001200324,0.00004775057,0.0000962325,0.00003025068],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00005300527,0.00003772145,0.0005764822,0.0001594979,0.000005090604,0.00005102408,0.0002187547,0.000135136,0.001249937,0.04080753,0.5849863,0.3717195],"study_design_scores_gemma":[0.000004826742,0.00002414536,0.002766982,0.00009200777,0.00000429414,0.0001341638,0.0001248893,0.0002098785,0.000545753,0.01138267,0.984701,0.000009367803],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.00137519,0.0006042685,0.003203133,0.0008937994,0.0004745093,0.00004882148,0.003073107,0.0005461876,0.989781],"genre_scores_gemma":[0.008383901,0.0006380933,0.0009002099,0.0001862564,0.0001329474,0.00003483042,0.00159034,0.0001972721,0.9879362],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.2922071,"threshold_uncertainty_score":0.9775302,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0549981248456299,"score_gpt":0.3182403570956617,"score_spread":0.2632422322500318,"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."}}