{"id":"W237470889","doi":"10.5206/eei.v21i2.7674","title":"Impact of Impairment on Children with Special Needs at School Entry:Comparison of School Readiness Outcomes in Canada, Australia, and Mexico","year":2011,"lang":"en","type":"article","venue":"Exceptionality Education International","topic":"Early Childhood Education and Development","field":"Social Sciences","cited_by":29,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Multitude; Psychology; Affect (linguistics); Developmental psychology; Special needs; Special education; Special educational needs; Medical education; Mathematics education; Medicine; Political science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002505879,0.0001336162,0.0002093278,0.000274709,0.00008913512,0.00002055609,0.0002215596,0.00005224884,0.0117616],"category_scores_gemma":[0.0001682235,0.0001186704,0.00005491959,0.0002391932,0.0001267229,0.000193461,0.0000319361,0.0001188596,0.00002696497],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002294065,"about_ca_system_score_gemma":0.005852942,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.747431,"about_ca_topic_score_gemma":0.4884062,"domain_scores_codex":[0.9983408,0.00009699223,0.0004749248,0.000195841,0.000720475,0.000170917],"domain_scores_gemma":[0.9989699,0.00005993465,0.0003159698,0.0001358408,0.0002972583,0.0002211052],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007378051,0.0007382882,0.9726695,0.000002472714,0.00009569583,6.369239e-8,0.008508945,0.00004064142,0.00000436893,0.004656533,0.01282446,0.0003852853],"study_design_scores_gemma":[0.0003880557,0.00006453498,0.9958503,0.00003892816,0.000007569332,0.000001273745,0.002754056,0.000001030869,0.00008135293,0.000450255,0.0002399327,0.000122695],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9923031,0.00000938256,0.000006496159,0.001217739,0.0007222891,0.0003016947,0.00007021744,0.000006141491,0.005362936],"genre_scores_gemma":[0.9959774,0.000009072744,0.0003276274,0.00009000067,0.0005815666,0.00002918483,0.0001288827,0.000006045425,0.002850233],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2590248,"threshold_uncertainty_score":0.999783,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04161854399336732,"score_gpt":0.3597139000158397,"score_spread":0.3180953560224724,"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."}}