{"id":"W4408912857","doi":"10.1016/j.applanim.2025.106619","title":"Genetic parameters of personality traits in dogs based on behavioral assessment and questionnaire information","year":2025,"lang":"en","type":"article","venue":"Applied Animal Behaviour Science","topic":"Human-Animal Interaction Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Svenska Kennelklubben","keywords":"Psychology; Big Five personality traits; Personality; Animal-assisted therapy; HUBzero; Clinical psychology; Pet therapy; Applied psychology; Animal welfare; Social psychology; Biology; Ecology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001336842,0.0003149741,0.0003014653,0.001773209,0.0001741577,0.0003958419,0.0001858499,0.000207935,0.0008001465],"category_scores_gemma":[0.002326824,0.0001891043,0.0004595665,0.001013181,0.0002765808,0.0001929926,0.000457479,0.000255635,0.0002272992],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003907866,"about_ca_system_score_gemma":0.0001984308,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004805625,"about_ca_topic_score_gemma":0.005824826,"domain_scores_codex":[0.9989091,0.0003338978,0.0001098919,0.0002992613,0.0002561292,0.00009161767],"domain_scores_gemma":[0.998072,0.000481819,0.0007583454,0.0001869918,0.0003070591,0.0001936624],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000738618,0.00002296463,0.9941649,0.000008704154,0.00008434453,0.00005129326,0.0001339987,0.0003051352,0.001417614,0.0000188292,0.00007827452,0.003640058],"study_design_scores_gemma":[0.000001793107,0.00002567691,0.9992805,0.000001772078,0.000009363242,0.00006929183,0.0000216532,0.0004307535,0.00006957458,0.00001091526,0.00007687005,0.000001853788],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.998338,0.00005089537,0.0008533993,0.000006996342,0.000002549046,0.00001355277,0.0004147904,0.000011678,0.0003082728],"genre_scores_gemma":[0.996357,0.00003975332,0.002084871,0.000005893625,0.000004960124,0.00003043104,0.001233055,0.000005561638,0.0002383537],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004805625,"threshold_uncertainty_score":0.00955528,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01767762784609853,"score_gpt":0.3589854167995476,"score_spread":0.341307788953449,"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."}}