{"id":"W4390475020","doi":"10.1007/978-981-99-6199-3_3","title":"The Constellation of Assessment Capacity Discourses","year":2023,"lang":"en","type":"book-chapter","venue":"Teacher education, learning innovation and accountability","topic":"Student Assessment and Feedback","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University","funders":"","keywords":"Construct (python library); Constellation; Pedagogy; Literacy; Assessment for learning; Educational assessment; Identity (music); Space (punctuation); Work (physics); Engineering ethics; Psychology; Sociology; Political science; Formative assessment; Engineering; Computer science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0112333,0.0005699443,0.0006860884,0.004564248,0.004601069,0.01850465,0.002196478,0.003550633,0.006903446],"category_scores_gemma":[0.03522785,0.0005999617,0.0003909721,0.003444162,0.04212507,0.02196153,0.008591596,0.006063611,0.0008057419],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004469201,"about_ca_system_score_gemma":0.002858228,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00184541,"about_ca_topic_score_gemma":0.001554209,"domain_scores_codex":[0.9840832,0.01007399,0.0004660591,0.001092471,0.003451162,0.0008330538],"domain_scores_gemma":[0.9692668,0.02457307,0.001044619,0.002373771,0.001822635,0.0009190841],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000004164935,0.000003962733,0.00008506102,0.00001073685,0.000001318078,0.00003416013,0.005024937,0.0001220003,0.00006588532,0.9906193,0.0005915459,0.003436894],"study_design_scores_gemma":[0.00000556321,0.000005801741,0.0002047883,0.00005827551,0.000002940765,0.00007701617,0.003939873,0.0006960231,0.0002111138,0.9753136,0.01947415,0.00001085893],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"review","genre_scores_codex":[0.05465593,0.002163112,0.0614931,0.02654548,0.0003100026,0.0000583908,0.0001437056,0.0003487631,0.8542815],"genre_scores_gemma":[0.9732584,0.0004955012,0.00984935,0.000572134,0.0001926397,0.000144842,0.00006158234,0.0001353836,0.01529026],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.01850465,"threshold_uncertainty_score":0.05940807,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05910327133928453,"score_gpt":0.3902570655338809,"score_spread":0.3311537941945963,"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."}}