{"id":"W4389437665","doi":"10.1007/s13384-023-00675-z","title":"Mediating teachers’ assessment work","year":2023,"lang":"en","type":"article","venue":"The Australian Educational Researcher","topic":"Student Assessment and Feedback","field":"Social Sciences","cited_by":7,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University","funders":"Australian Research Council; University of Western Australia; Department of Education and Training, Queensland Government; Australian Catholic University","keywords":"Work (physics); Psychology; Mathematics education; Computer science; Medical education; Medicine; Engineering; Mechanical 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0345637,0.000606793,0.0008769848,0.002945702,0.009930529,0.01748789,0.002847982,0.003184846,0.02163825],"category_scores_gemma":[0.1682941,0.001342115,0.0006076547,0.001563468,0.01606606,0.008456467,0.01932282,0.005920109,0.003256352],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007732588,"about_ca_system_score_gemma":0.01639562,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01443679,"about_ca_topic_score_gemma":0.01059257,"domain_scores_codex":[0.8877487,0.08215066,0.003120132,0.007235249,0.01334795,0.006397345],"domain_scores_gemma":[0.7707502,0.1643888,0.01038731,0.02020432,0.01820681,0.01606264],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002159211,0.0004241977,0.03201948,0.0002776005,0.00005605404,0.0008572892,0.7288071,0.0002919941,0.004935942,0.1651879,0.005955163,0.06097139],"study_design_scores_gemma":[0.0002620557,0.00048569,0.08369397,0.001395303,0.0001738581,0.001391087,0.4565156,0.002373948,0.008567261,0.1765022,0.2684473,0.0001917774],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3928048,0.001362086,0.05140505,0.02206756,0.001322677,0.0004630537,0.000142039,0.001027055,0.5294056],"genre_scores_gemma":[0.986313,0.00008967454,0.002634676,0.0005412164,0.00004053429,0.0001439109,0.00001695874,0.0001275269,0.01009252],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0345637,"threshold_uncertainty_score":0.1827925,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2018855531389118,"score_gpt":0.5174908116563913,"score_spread":0.3156052585174796,"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."}}