{"id":"W204986067","doi":"","title":"Special Education in Ireland: At the Crossroads.","year":2002,"lang":"en","type":"article","venue":"Exceptionality education Canada","topic":"Education Systems and Policy","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Pedagogy; Special education; Mainstreaming; Mathematics education; Psychology; Sociology; Political science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005409124,0.00009082498,0.00009238596,0.00006203278,0.0007757266,0.00008996727,0.000218774,0.00006366431,0.02005142],"category_scores_gemma":[0.0002295072,0.00008227779,0.00003659086,0.0003878826,0.0001565116,0.0001568622,0.00001728362,0.0001190609,0.0002857906],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002275713,"about_ca_system_score_gemma":0.01256802,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9413035,"about_ca_topic_score_gemma":0.9906059,"domain_scores_codex":[0.9984402,0.0003094536,0.0002906038,0.0002012924,0.000515609,0.0002428277],"domain_scores_gemma":[0.9991396,0.000153832,0.0001304231,0.0002399361,0.0001831956,0.0001529784],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000001200197,0.0001095131,0.08134819,0.000004181196,0.000002338745,5.387598e-8,0.0121266,0.000004086404,0.000001633675,0.02606343,0.8659518,0.01438694],"study_design_scores_gemma":[0.00004792951,0.000001455129,0.1833109,0.000009321467,0.000001918651,0.00000155286,0.01436869,9.64201e-7,0.00000133093,0.0007455006,0.8014275,0.00008302379],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.641969,0.0004263059,9.822797e-7,0.0749829,0.008889131,0.0003419908,0.00002176617,0.00001427712,0.2733537],"genre_scores_gemma":[0.7573211,0.00007489228,0.00001778602,0.004307637,0.01956254,0.0001180461,0.00005700042,0.000007621778,0.2185334],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1153521,"threshold_uncertainty_score":0.9930298,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03038832236367404,"score_gpt":0.3401592658693303,"score_spread":0.3097709435056563,"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."}}