{"id":"W223013698","doi":"10.1177/0145482x1010400304","title":"Profile of Personnel Preparation Programs in Visual Impairment and Their Faculty","year":2010,"lang":"en","type":"article","venue":"Journal of Visual Impairment & Blindness","topic":"Disability Education and Employment","field":"Social Sciences","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Visual impairment; Medical education; Psychology; Distance education; Blindness; Teacher preparation; Gerontology; Applied psychology; Pedagogy; Medicine; Optometry; Teacher education; Psychiatry","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":[0.0005643328,0.0001196815,0.0001375617,0.001361542,0.0008274071,0.0004980887,0.0004104774,0.0002114242,0.002829673],"category_scores_gemma":[0.003211463,0.0001627584,0.0001935659,0.001283917,0.0002610698,0.000385256,0.0006991732,0.0004642768,0.0004510452],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009955951,"about_ca_system_score_gemma":0.002288716,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0623389,"about_ca_topic_score_gemma":0.07823868,"domain_scores_codex":[0.999244,0.00009691212,0.00005549274,0.00004196673,0.0001970748,0.0003645888],"domain_scores_gemma":[0.9964509,0.0001747728,0.0009883983,0.00005712936,0.0006005208,0.001728353],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002765514,0.0001047633,0.9924868,0.00001603486,0.000005662662,0.00006744909,0.000965804,0.00003674124,0.0002743473,0.00004112285,0.0006105108,0.005363094],"study_design_scores_gemma":[0.000002070743,0.00008148403,0.9963281,0.00001578188,0.000002706882,0.0001365589,0.002312514,0.00005409403,0.0000736857,0.00001026704,0.0009795094,0.000003293984],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9983747,0.0001062932,0.00002907592,0.0001631975,0.00000496099,0.00001328232,0.0002097225,0.00000481847,0.001093941],"genre_scores_gemma":[0.9990175,0.0001390357,0.00004912074,0.0000691526,0.000007952135,0.00001140129,0.0002152227,0.000001888477,0.0004886006],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0623389,"threshold_uncertainty_score":0.1239521,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05635866957154338,"score_gpt":0.4091836821934028,"score_spread":0.3528250126218594,"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."}}