{"id":"W4400348366","doi":"10.1016/j.actpsy.2024.104389","title":"Identifying popular, rejected and neglected children in Chinese preschool: An exploratory study on the educational application of spatial positioning data","year":2024,"lang":"en","type":"article","venue":"Acta Psychologica","topic":"Child Development and Digital Technology","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Education and Early Childhood Development","funders":"","keywords":"Psychology; Developmental psychology","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":[0.001443491,0.0005760325,0.0006574951,0.001689839,0.002362578,0.00113437,0.0006499375,0.0006035808,0.001481713],"category_scores_gemma":[0.0029219,0.0003973466,0.0004736177,0.001686849,0.001279274,0.001006108,0.001397446,0.0006669079,0.0001548404],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002660835,"about_ca_system_score_gemma":0.003337841,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.08750626,"about_ca_topic_score_gemma":0.1628822,"domain_scores_codex":[0.999076,0.0002562676,0.00007225409,0.0001499855,0.0001589824,0.0002864392],"domain_scores_gemma":[0.9990293,0.0003711562,0.0002133208,0.00006453533,0.0001688337,0.0001528337],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000782945,0.0004639227,0.7028108,0.0002345707,0.00003192533,0.003531319,0.2701785,0.0001310164,0.003376422,0.0004263333,0.0003213324,0.01841563],"study_design_scores_gemma":[0.000006094107,0.0003403714,0.5541544,0.00006712683,0.00004537106,0.0006109838,0.4414528,0.0005362096,0.001104544,0.0001353218,0.001503096,0.00004375877],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9996636,0.00002161932,0.00006633598,0.00002125952,7.491939e-7,0.00001783983,0.00003004853,9.363308e-7,0.0001776249],"genre_scores_gemma":[0.999012,0.00009573014,0.0003934976,0.00002144736,0.000001316999,0.00004364967,0.00005972061,0.000001597578,0.0003709755],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08750626,"threshold_uncertainty_score":0.1739938,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05664232192932279,"score_gpt":0.3782282674628037,"score_spread":0.321585945533481,"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."}}