{"id":"W2991991112","doi":"10.32920/24150444","title":"Analysis of Special Education Tribunal Outcomes Using Luhmann's Systems Theory","year":2023,"lang":"en","type":"article","venue":"","topic":"Social Representations and Identity","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Tribunal; Relation (database); Economic Justice; Special education; Sociology; Social justice; Pedagogy; Law; Political science; Social science; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008182862,0.0002439033,0.0003527192,0.004801864,0.004562277,0.003111232,0.0009936156,0.0002292401,0.006939808],"category_scores_gemma":[0.02435149,0.000146998,0.0002902845,0.005256844,0.003686629,0.001434754,0.002799602,0.0006142512,0.0002563873],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02154079,"about_ca_system_score_gemma":0.01543906,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.5903676,"about_ca_topic_score_gemma":0.7377809,"domain_scores_codex":[0.9962543,0.001391555,0.0001754791,0.000348506,0.001323291,0.0005067962],"domain_scores_gemma":[0.9906086,0.003372324,0.001593096,0.00037275,0.003505301,0.0005480186],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001981663,0.0002474802,0.5227466,0.0005788918,0.00009898411,0.0002700662,0.2523694,0.0009358191,0.0007901518,0.02287846,0.003991364,0.1948946],"study_design_scores_gemma":[0.00001270766,0.0001987952,0.7747347,0.0001850032,0.00004385494,0.00004418466,0.2117581,0.002301444,0.0004776737,0.002607836,0.007607856,0.00002780548],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9501036,0.0002131152,0.003271083,0.000834034,0.00002489864,0.000368115,0.0004872763,0.00003865372,0.04465925],"genre_scores_gemma":[0.9966938,0.00006449459,0.001204053,0.00002558052,0.000002730588,0.0001200789,0.0001222126,0.000006121843,0.001760951],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5903676,"threshold_uncertainty_score":0.8240897,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06087476841801113,"score_gpt":0.434593833185911,"score_spread":0.3737190647678999,"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."}}