{"id":"W2025141319","doi":"10.1177/8756479304272680","title":"Diploma and Degree","year":2005,"lang":"en","type":"article","venue":"Journal of diagnostic medical sonography","topic":"African Education and Politics","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Mohawk College","funders":"","keywords":"Medicine; Degree (music); Medical education","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":["metaresearch","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0009867628,0.00005729888,0.0001394302,0.0001324352,0.0001608181,0.00003484348,0.0001932347,0.00008791436,0.0009709434],"category_scores_gemma":[0.01040805,0.00004544905,0.00008547219,0.0002253472,0.0004758549,0.0001294811,0.00001540076,0.000215185,0.00001561464],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002475461,"about_ca_system_score_gemma":0.0003836804,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005480271,"about_ca_topic_score_gemma":0.0001994971,"domain_scores_codex":[0.9986295,0.0001351152,0.0002952264,0.00005680434,0.0006700529,0.0002133357],"domain_scores_gemma":[0.9961756,0.002705919,0.0001573798,0.00005346119,0.00011848,0.0007891464],"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":[0.00001197957,0.0005077627,0.2873577,0.00001585765,0.00009467246,0.00005370002,0.02576721,0.000001204576,0.000001405649,0.1257955,0.1362529,0.42414],"study_design_scores_gemma":[0.0003743256,0.00009371865,0.07142836,0.0000805594,0.0000399993,0.00003043123,0.004689845,0.000006472193,0.000004875941,0.00415879,0.9190012,0.00009145447],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8411506,0.003680045,0.0008892393,0.1082405,0.0009885851,0.0001021565,0.000002650187,0.00002372461,0.04492244],"genre_scores_gemma":[0.990687,0.002631584,0.001416943,0.003111431,0.002052107,0.000001361813,2.30682e-7,0.000004495811,0.0000949196],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7827482,"threshold_uncertainty_score":0.9999423,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02747805824272483,"score_gpt":0.3483118147043737,"score_spread":0.3208337564616489,"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."}}