{"id":"W2104722129","doi":"10.1177/0271121407313525","title":"Far From Ideal","year":2008,"lang":"en","type":"article","venue":"Topics in Early Childhood Special Education","topic":"Family and Disability Support Research","field":"Psychology","cited_by":48,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Inclusion (mineral); Mainstream; Government (linguistics); Early childhood; Early childhood education; Mainstreaming; Ideal (ethics); Narrative; Special education; Policy development; Psychology; Generalist and specialist species; Pedagogy; Public relations; Developmental psychology; Political science; Public administration; Social 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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001280199,0.0001108205,0.0001506353,0.0001226474,0.00009998504,0.00002222991,0.0002311729,0.0001519137,0.00581405],"category_scores_gemma":[0.0001174853,0.000120442,0.00005837642,0.0002404887,0.0001049963,0.0001223847,0.00003624029,0.0003417122,0.001291148],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009885077,"about_ca_system_score_gemma":0.0004308789,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01043439,"about_ca_topic_score_gemma":0.001015497,"domain_scores_codex":[0.9987625,0.0001047232,0.0002763933,0.0003406097,0.0002300964,0.0002856083],"domain_scores_gemma":[0.9993272,0.00006703709,0.00004263172,0.0004158492,0.00004578896,0.0001015198],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003820704,0.001741243,0.7666684,0.000002365939,0.00001781249,0.00001406042,0.06528198,8.91155e-7,0.0000147569,0.02644705,0.02419099,0.1155822],"study_design_scores_gemma":[0.0003204473,0.00005250662,0.9542814,0.00000563325,0.000002934121,0.000005236892,0.002924088,3.25937e-7,0.00003058807,0.01090335,0.031357,0.000116439],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8110778,0.0001708419,0.000008888818,0.0006499953,0.002459796,0.0002141469,0.000009594128,0.00002653643,0.1853824],"genre_scores_gemma":[0.9857942,0.00002334472,0.0002425837,0.0004566979,0.00814508,0.00004802543,0.00007382276,0.0000134129,0.005202757],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.187613,"threshold_uncertainty_score":0.9994864,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03280927848248046,"score_gpt":0.3351777217515356,"score_spread":0.3023684432690552,"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."}}