{"id":"W4391729290","doi":"10.1007/978-3-031-17299-1_3441","title":"Middle Years Development Instrument","year":2023,"lang":"en","type":"book-chapter","venue":"","topic":"Early Childhood Education and Development","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Learning Partnership; University of British Columbia","funders":"","keywords":"Development (topology); Mathematics","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":[0.002234241,0.0006635633,0.0004094814,0.004158761,0.001361916,0.001585015,0.001562735,0.0005513211,0.07228693],"category_scores_gemma":[0.005093638,0.0002670066,0.0005134908,0.002920405,0.0004373388,0.002423496,0.002069482,0.001249458,0.0304893],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002035733,"about_ca_system_score_gemma":0.003780999,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01619764,"about_ca_topic_score_gemma":0.02620685,"domain_scores_codex":[0.9987386,0.0002019432,0.0001405799,0.0001279264,0.0005766465,0.0002143815],"domain_scores_gemma":[0.9974171,0.0004636867,0.0002593088,0.0001686621,0.001307084,0.0003841629],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003763921,0.0005793215,0.05364997,0.0002546085,0.00002233248,0.0001603429,0.002104311,0.0003236632,0.000391117,0.05419594,0.3993735,0.4885685],"study_design_scores_gemma":[0.00004582829,0.0003178451,0.2122181,0.0004116956,0.00002819498,0.0002745104,0.00231591,0.0002619698,0.0011188,0.01168071,0.7712833,0.00004314516],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.03363582,0.001708371,0.003905667,0.00145794,0.0007396608,0.001497991,0.06363063,0.0007354089,0.8926886],"genre_scores_gemma":[0.2107202,0.003209897,0.0263887,0.001511469,0.0002129755,0.00868972,0.09600018,0.0003575564,0.6529093],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.07228693,"threshold_uncertainty_score":0.2418239,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08617059811675006,"score_gpt":0.2830033754115143,"score_spread":0.1968327772947643,"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."}}