{"id":"W2172242667","doi":"10.1080/10349121003750240","title":"Measurement Issues in Ageing, Education and Disability","year":2010,"lang":"en","type":"article","venue":"International Journal of Disability Development and Education","topic":"Early Childhood Education and Development","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Section (typography); Psychology; Inclusion (mineral); Gerontology; Medical education; Sociology; Pedagogy; Engineering ethics; Social science; Medicine; Computer science; 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":[0.002242889,0.0001008448,0.0001317015,0.0001048529,0.0001489603,0.0001726215,0.0002078676,0.00007185025,0.0001168921],"category_scores_gemma":[0.001000372,0.00009668795,0.00002860228,0.0001211702,0.0003284316,0.0005016015,0.00003675486,0.0002151069,0.000003791059],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005794492,"about_ca_system_score_gemma":0.003088476,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001042284,"about_ca_topic_score_gemma":0.00618812,"domain_scores_codex":[0.9983584,0.0001058254,0.0005302202,0.0001796811,0.0006892213,0.0001367046],"domain_scores_gemma":[0.9987731,0.0000581145,0.0002134414,0.00008697135,0.0006945373,0.0001738593],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001164866,0.0007369785,0.5892819,0.000009556618,0.00001366953,1.488519e-7,0.02327742,1.865871e-7,0.00005425343,0.002702172,0.0003795167,0.3835325],"study_design_scores_gemma":[0.0001583774,0.000009441163,0.8983316,0.00008160001,0.000004547487,0.00000605095,0.01107766,6.115119e-7,0.0001384153,0.005122494,0.08496487,0.0001043435],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9762983,0.0004354407,0.00001134344,0.01724282,0.003614807,0.0001659481,3.633358e-7,0.000008738516,0.002222239],"genre_scores_gemma":[0.9941897,0.0001849412,0.004549536,0.0002076357,0.0006434156,0.00001466979,0.000004400958,0.000004908264,0.0002007386],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3834282,"threshold_uncertainty_score":0.5478824,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02049994280148494,"score_gpt":0.3445109268198444,"score_spread":0.3240109840183594,"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."}}