{"id":"W4405365136","doi":"10.1080/09687599.2024.2435418","title":"Critical networks: Embedding programmes for individuals with intellectual impairments in university contexts in Chile, Ireland and Australia","year":2024,"lang":"en","type":"article","venue":"Disability & Society","topic":"Disability Education and Employment","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Trinity College","funders":"National Disability Insurance Agency","keywords":"Embedding; Sociology; Regional science; Economic geography; Economic growth; Political science; Psychology; Geography; Computer science; Economics","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":[0.001316141,0.0001203129,0.0001790152,0.0000198572,0.0002092817,0.0001758453,0.0001184155,0.0001209601,0.0001230273],"category_scores_gemma":[0.0004464363,0.0001119856,0.00009699949,0.0004151863,0.001316268,0.000298194,0.00004340909,0.000195041,0.000002544779],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005362359,"about_ca_system_score_gemma":0.0001438167,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002974096,"about_ca_topic_score_gemma":0.01138903,"domain_scores_codex":[0.998632,0.0001783463,0.00019276,0.0004006914,0.0001878633,0.0004083313],"domain_scores_gemma":[0.9986045,0.001095739,0.00001578238,0.0001076814,0.00003728037,0.0001390189],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003346295,0.0005376455,0.866193,0.0001164001,0.00002588263,0.000001048853,0.1239704,0.00003149584,3.055384e-7,0.003807666,0.001604466,0.003678281],"study_design_scores_gemma":[0.001469912,0.0002990367,0.5988467,0.0003731855,0.00006660255,0.000002193427,0.354935,0.003116162,0.000002484226,0.004091327,0.03628222,0.0005151919],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9950496,0.0001117831,0.0002211452,0.003374668,0.0001547046,0.0008551891,0.00002488117,0.00006163769,0.0001464016],"genre_scores_gemma":[0.9990349,0.00004633629,0.0005423073,0.00006703357,0.00006472725,0.00004082973,0.00001678145,0.000007331308,0.0001796877],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2673463,"threshold_uncertainty_score":0.6355343,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03067416744199586,"score_gpt":0.3689619539760736,"score_spread":0.3382877865340778,"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."}}