{"id":"W2023921090","doi":"10.1080/13632752.2011.595089","title":"Towards a new construct of social, emotional and behavioural difficulties","year":2011,"lang":"en","type":"article","venue":"Emotional and Behavioural Difficulties","topic":"Early Childhood Education and Development","field":"Social Sciences","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Vanguard College","funders":"","keywords":"Context (archaeology); Situated; Construct (python library); Psychological intervention; Psychology; Developmental psychology; Social psychology; Sociology; Geography; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001815863,0.0002073515,0.0002597502,0.0001091622,0.0007262894,0.00008820801,0.0001392323,0.0001429514,0.001158135],"category_scores_gemma":[0.00005229052,0.0001753202,0.00009999549,0.0001421957,0.0009766083,0.0002951366,0.00007939208,0.0001507979,0.00000934789],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005716314,"about_ca_system_score_gemma":0.0003965636,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006145559,"about_ca_topic_score_gemma":0.0007617727,"domain_scores_codex":[0.9984505,0.0000959715,0.0003619757,0.000271915,0.0005170474,0.0003026595],"domain_scores_gemma":[0.9992877,0.00003738255,0.0001598946,0.00006474123,0.00021041,0.0002398696],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003586952,0.0003750773,0.7778282,0.00002516779,0.0000578447,0.000003556084,0.1231235,2.836539e-7,0.0001547706,0.07980777,0.006439754,0.01214816],"study_design_scores_gemma":[0.0004727798,0.00005308632,0.9792666,0.0000372891,0.00003937314,0.0000165016,0.01828504,7.28498e-7,0.0001267869,0.001183508,0.0002845969,0.0002337039],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9955302,0.0002416051,0.00001690613,0.001816351,0.0003904052,0.0001886909,0.00006746946,0.00006716289,0.001681251],"genre_scores_gemma":[0.9925696,0.0001045891,0.002505478,0.00008710386,0.0001769229,0.000007608149,0.00007167554,0.00001044365,0.004466642],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2014384,"threshold_uncertainty_score":0.999755,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06406253926755329,"score_gpt":0.2834474144834769,"score_spread":0.2193848752159236,"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."}}