{"id":"W2804417683","doi":"10.1007/s12187-018-9562-3","title":"Validity of the Middle Years Development Instrument for Population Monitoring of Student Wellbeing in Australian School Children","year":2018,"lang":"en","type":"article","venue":"Child Indicators Research","topic":"Early Childhood Education and Development","field":"Social Sciences","cited_by":39,"is_retracted":false,"has_abstract":false,"ca_institutions":"Learning Partnership; University of British Columbia","funders":"Australian Research Council","keywords":"Psychology; Population; Early childhood education; Government (linguistics); Test (biology); Developmental psychology; Friendship; Confirmatory factor analysis; Social psychology; Structural equation modeling; Sociology; Statistics; Demography","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":[0.01234856,0.0004994787,0.0008006572,0.001972773,0.001680825,0.001851382,0.001368964,0.001067851,0.0008952999],"category_scores_gemma":[0.02492879,0.0006732261,0.001532019,0.001504443,0.0009005415,0.001400518,0.004457294,0.001614504,0.0003215917],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001993641,"about_ca_system_score_gemma":0.003137045,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03465726,"about_ca_topic_score_gemma":0.0551841,"domain_scores_codex":[0.9943312,0.002103727,0.0008146212,0.0005273577,0.001661078,0.0005619511],"domain_scores_gemma":[0.9912257,0.00220531,0.002207907,0.0009063987,0.002480897,0.0009738985],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001615149,0.0002444815,0.9798936,0.0000754327,0.0001167997,0.00004184983,0.003445912,0.0002013994,0.0002945665,0.0004105907,0.0006384852,0.01447543],"study_design_scores_gemma":[0.000006030078,0.0001605074,0.997311,0.00004016719,0.00002490777,0.00002533603,0.001043121,0.0003393301,0.0001499747,0.000125549,0.000765283,0.00000877264],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9953887,0.0002055634,0.0006168542,0.0001935341,0.00006029747,0.0001859581,0.0004308504,0.0000165627,0.002901719],"genre_scores_gemma":[0.9958981,0.0001576765,0.001941555,0.00008074046,0.00001041758,0.0004386948,0.0006788012,0.000009830471,0.0007841161],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03465726,"threshold_uncertainty_score":0.06891108,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1285932127304487,"score_gpt":0.4171592011422474,"score_spread":0.2885659884117987,"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."}}