{"id":"W2995510681","doi":"10.5206/eei.v29i3.9383","title":"Linking Quality Early Child Education and Special Education Needs","year":2019,"lang":"en","type":"article","venue":"Exceptionality Education International","topic":"Educational and Psychological Assessments","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Memorial University of Newfoundland","funders":"","keywords":"Special education; Quality (philosophy); Special needs; Early childhood education; Psychology; Mainstreaming; Pedagogy; Medical education; Medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.004898033,0.0003420617,0.0004531986,0.005617362,0.0008947461,0.002420575,0.00064626,0.001164632,0.009002276],"category_scores_gemma":[0.03851751,0.0003128538,0.0004194734,0.002401443,0.000806542,0.003040453,0.00515813,0.00256644,0.0004581609],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001393702,"about_ca_system_score_gemma":0.002971916,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006875482,"about_ca_topic_score_gemma":0.01494286,"domain_scores_codex":[0.9953556,0.001370042,0.0007221348,0.0002503885,0.001770533,0.0005312915],"domain_scores_gemma":[0.9696567,0.01466862,0.006509252,0.0005988577,0.005281014,0.003285469],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007989298,0.0002999513,0.5132111,0.001471678,0.0001303817,0.0007809672,0.002113704,0.0002068627,0.0002386224,0.003939088,0.06376944,0.4137584],"study_design_scores_gemma":[0.00001412568,0.0002816896,0.8155683,0.006684489,0.000228388,0.005489985,0.007743262,0.000472349,0.0004884485,0.01302365,0.1498846,0.0001208157],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2712586,0.1897965,0.009198436,0.3719544,0.0329695,0.0003847839,0.002838661,0.0003384786,0.1212605],"genre_scores_gemma":[0.7649116,0.154971,0.01444702,0.02075821,0.02477921,0.0002154722,0.002231922,0.0001801657,0.01750531],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.009002276,"threshold_uncertainty_score":0.0301156,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03468531978550594,"score_gpt":0.4189290327753782,"score_spread":0.3842437129898723,"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."}}