{"id":"W4396694765","doi":"10.4324/9781003316602-10","title":"Fluctuations and Changes in Adolescent Personality","year":2024,"lang":"en","type":"book-chapter","venue":"","topic":"Mental Health Research Topics","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Society for Personality and Social Psychology; Queen's University; British Psychological Society; Economic and Social Research Council; European Association of Social Psychology; Arts and Humanities Research Council; Queen's University Belfast; Engineering and Physical Sciences Research Council; Leverhulme Trust; University of Central Florida","keywords":"Personality; Psychology; Social psychology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.0002527543,0.0002561944,0.0001655254,0.0004540795,0.000354292,0.001372166,0.0002011932,0.0003378272,0.007532473],"category_scores_gemma":[0.0007502901,0.0001031596,0.0001716264,0.0004627838,0.0004743586,0.0009316857,0.000596029,0.001082941,0.001528565],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005387733,"about_ca_system_score_gemma":0.0003191768,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000992442,"about_ca_topic_score_gemma":0.001798224,"domain_scores_codex":[0.9998977,0.00002795698,0.000005165902,0.00002055537,0.00003801616,0.00001057437],"domain_scores_gemma":[0.9998587,0.00007569067,0.00001806621,0.000007166737,0.00001928405,0.00002101826],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00005389968,0.00006364426,0.008600416,0.0006720317,0.00002095986,0.0007977436,0.01019137,0.0005527334,0.001665819,0.1431784,0.09587152,0.7383315],"study_design_scores_gemma":[0.00000710159,0.00008828186,0.0395464,0.001126367,0.00001923763,0.004018229,0.002877596,0.0005256518,0.0006202641,0.04624123,0.9049047,0.00002491095],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.06601666,0.3694384,0.01161029,0.01478965,0.003966759,0.000193976,0.0005829572,0.000254362,0.5331469],"genre_scores_gemma":[0.2664,0.3098587,0.01292407,0.004308688,0.002154015,0.0002132254,0.0005807179,0.000208341,0.4033522],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.007532473,"threshold_uncertainty_score":0.02519864,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1898394885251141,"score_gpt":0.4509093132269911,"score_spread":0.261069824701877,"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."}}