{"id":"W4412084221","doi":"10.13187/ejced.2025.2.134","title":"Cooperation between Parents and Teachers in the Early Identification of Mental Disorders and Problem Behaviour of Pupils at the Primary Level of Education","year":2025,"lang":"en","type":"article","venue":"European Journal of Contemporary Education","topic":"Child and Adolescent Psychosocial and Emotional Development","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Kultúrna a Edukacná Grantová Agentúra MŠVVaŠ SR; Université de Montréal; Vedecká Grantová Agentúra MŠVVaŠ SR a SAV; Ministerstvo školstva, vedy, výskumu a športu Slovenskej republiky; Slovenská Akadémia Vied","keywords":"Psychology; Identification (biology); Developmental psychology; Primary education; Mathematics education","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001091354,0.00007241446,0.0001362995,0.0001254509,0.00006294883,0.00001565768,0.0001317989,0.00001988243,0.000005416037],"category_scores_gemma":[0.00001936012,0.00004955726,0.00003736065,0.0001500527,0.00009975561,0.0001402504,0.00002028884,0.0001049799,6.241463e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002977603,"about_ca_system_score_gemma":0.0002601851,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007247751,"about_ca_topic_score_gemma":0.000009202118,"domain_scores_codex":[0.9985577,0.0004642118,0.0006874167,0.00009580855,0.0001452201,0.00004957114],"domain_scores_gemma":[0.9991093,0.00004929963,0.0006099872,0.00009365665,0.0001169168,0.00002088557],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009091091,0.0007099713,0.8882975,0.00006644904,0.00005506454,1.09299e-7,0.02347328,5.963498e-7,0.001848881,0.0009071013,0.006220913,0.07832922],"study_design_scores_gemma":[0.0004599397,0.000076553,0.9923801,0.0003017198,0.00002621978,0.000002510036,0.004987829,1.179774e-7,0.000159971,0.0002998903,0.001264899,0.00004024687],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9902044,0.001737138,0.00008144451,0.00284407,0.0005374928,0.0003298051,0.00001317056,0.000001122229,0.004251389],"genre_scores_gemma":[0.998578,0.0001369959,0.00003231304,0.0001040285,0.0000567807,0.000003413914,0.00005180008,0.000005127862,0.001031514],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1040826,"threshold_uncertainty_score":0.2020886,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04072692127528534,"score_gpt":0.3080207363273142,"score_spread":0.2672938150520289,"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."}}