{"id":"W1902905814","doi":"","title":"A Forest of Forests: Constructing a centre-usage profile as a source of outcomes assessment","year":2013,"lang":"en","type":"article","venue":"","topic":"Discourse Analysis in Language Studies","field":"Arts and Humanities","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"","keywords":"Accreditation; Accountability; Context (archaeology); Unit (ring theory); Process (computing); Field (mathematics); Medical education; Computer science; Psychology; Public relations; Political science; Mathematics education; Medicine","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001164836,0.0001431879,0.0004054427,0.0001043672,0.00009225938,0.00006352297,0.0001576228,0.00002071903,0.02793504],"category_scores_gemma":[0.00008579816,0.00009618981,0.0001759068,0.00003843399,0.0004641792,0.0002014326,0.0001179745,0.00006489606,0.00005667987],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000154491,"about_ca_system_score_gemma":0.00003326696,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003183973,"about_ca_topic_score_gemma":0.01283865,"domain_scores_codex":[0.998924,0.00003327324,0.0004153797,0.0001540173,0.0002671644,0.0002062198],"domain_scores_gemma":[0.9990791,0.0001344017,0.0002735844,0.0002441992,0.0002339091,0.00003478901],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.000004107743,0.0002023464,0.3387195,0.0001513339,0.0007806834,0.000002191793,0.03089707,0.000008406008,0.0001143002,0.6201476,0.004776542,0.004195923],"study_design_scores_gemma":[0.001306887,0.000284598,0.03631907,0.0002896538,0.0005445889,0.000004257352,0.9289153,0.0009239131,0.00178987,0.01211725,0.0168312,0.0006733998],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5598603,0.00004848438,0.00008313866,0.0002014186,0.00006432538,0.0002289061,0.00000995159,0.00003009097,0.4394733],"genre_scores_gemma":[0.9602545,0.000001794988,0.001616961,0.00006597583,0.00005943875,0.00002881725,0.000006468878,0.00001317328,0.03795289],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8980182,"threshold_uncertainty_score":0.9729536,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01554409710103104,"score_gpt":0.2757352407097766,"score_spread":0.2601911436087455,"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."}}