{"id":"W2074485157","doi":"10.1111/j.1540-4560.2008.00546.x","title":"School Engagement Trajectories and Their Differential Predictive Relations to Dropout","year":2008,"lang":"en","type":"article","venue":"Journal of Social Issues","topic":"Early Childhood Education and Development","field":"Social Sciences","cited_by":446,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"","keywords":"Dropout (neural networks); Psychology; Conceptualization; Normative; Drop out; Developmental psychology; Construct (python library); Longitudinal study; Social psychology; Medicine","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":[0.002685019,0.0002376049,0.0002845036,0.00117963,0.0005420803,0.0010575,0.0004896211,0.0003524405,0.001654368],"category_scores_gemma":[0.01292897,0.0002099636,0.0006284596,0.0007134305,0.0004057983,0.0007380983,0.001779276,0.000900409,0.0001591797],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004351379,"about_ca_system_score_gemma":0.0005336104,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007639368,"about_ca_topic_score_gemma":0.008965321,"domain_scores_codex":[0.9991115,0.000360763,0.00008454541,0.0001414259,0.0001213425,0.0001803888],"domain_scores_gemma":[0.9956092,0.001500531,0.001382717,0.0004148415,0.0003793775,0.0007133972],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007070825,0.00003111171,0.9965371,0.000002621114,0.00001886957,0.00002179531,0.0003436484,0.0001398041,0.00004494079,0.000112257,0.00002936709,0.002647843],"study_design_scores_gemma":[0.000003198564,0.00009078782,0.9964145,0.00001035551,0.00001832752,0.00005746414,0.001062796,0.001641118,0.00008051321,0.0004966256,0.0001194859,0.000004836601],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9994006,0.00003715517,0.0002581528,0.00004463031,0.000001331211,0.000005716315,0.00008401136,0.000004901496,0.000163484],"genre_scores_gemma":[0.9995524,0.00003297444,0.0001366248,0.000003141392,9.560242e-7,0.000006824936,0.0001978066,0.000002040392,0.00006726002],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007639368,"threshold_uncertainty_score":0.01518983,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0264176353320969,"score_gpt":0.3194933174789938,"score_spread":0.2930756821468969,"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."}}