{"id":"W2558840545","doi":"10.1016/b978-0-12-804037-9.00001-2","title":"The landscape for students with disabilities in the sciences","year":2016,"lang":"en","type":"book-chapter","venue":"Elsevier eBooks","topic":"Disability Education and Employment","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; Ontario Institute for Cancer Research","funders":"","keywords":"Pipeline (software); Space (punctuation); Mathematics education; Engineering ethics; Sociology; Psychology; Engineering; Computer science; Mechanical engineering","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":[],"consensus_categories":[],"category_scores_codex":[0.002599924,0.0001617799,0.0001684884,0.00003490486,0.001154285,0.0003483684,0.001046384,0.00008218409,0.0001382081],"category_scores_gemma":[0.0001621749,0.00006784531,0.00009349671,0.0000201415,0.002213515,0.00005132203,0.00004753542,0.0001134935,0.00004188373],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001022519,"about_ca_system_score_gemma":0.0003908497,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009948121,"about_ca_topic_score_gemma":0.00709945,"domain_scores_codex":[0.998261,0.0001112549,0.0002322864,0.0002814159,0.0007907223,0.0003232774],"domain_scores_gemma":[0.998078,0.001379823,0.0001013777,0.0003201252,0.00006895694,0.00005168135],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001727001,0.00002397403,0.002572169,0.00001417618,0.00001937737,1.496956e-7,0.02592116,8.163943e-8,3.422869e-8,0.4250352,0.0008469963,0.5455494],"study_design_scores_gemma":[0.0001293573,0.0000814388,0.0001960744,0.0001070609,0.00001633198,2.432621e-7,0.01620256,6.876201e-8,1.642558e-7,0.06974078,0.9134049,0.0001210209],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001347276,0.0002000718,4.714756e-7,0.007376142,0.0003471802,0.001313354,0.00001332689,0.00001863493,0.9893835],"genre_scores_gemma":[0.01921804,0.00009180339,0.00001477598,0.0004652364,0.0003757387,0.0003501666,0.000001471077,0.00001394115,0.9794688],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9125579,"threshold_uncertainty_score":0.8877941,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05069630670162442,"score_gpt":0.3646959422301348,"score_spread":0.3139996355285104,"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."}}