{"id":"W4375945263","doi":"10.1177/02655322231164565","title":"Book review: Learning-Oriented Language Assessment: Putting Theory into Practice","year":2023,"lang":"en","type":"article","venue":"Language Testing","topic":"Student Assessment and Feedback","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Carleton University","funders":"","keywords":"Psychology; Linguistics; Language assessment; Mathematics education; Philosophy","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":[0.004551756,0.001175101,0.004131925,0.005479272,0.0007304801,0.003320606,0.002976544,0.00677877,0.01509927],"category_scores_gemma":[0.03298545,0.0008283036,0.001354604,0.005400916,0.00173394,0.002579849,0.00153076,0.006316013,0.01056727],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004264347,"about_ca_system_score_gemma":0.007343285,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009466861,"about_ca_topic_score_gemma":0.03030571,"domain_scores_codex":[0.9947179,0.001575061,0.0005590842,0.0004641778,0.002485707,0.0001980981],"domain_scores_gemma":[0.9607786,0.02116145,0.002432898,0.0004800741,0.01355768,0.001589239],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003003021,0.00002389202,0.00005754525,0.002859718,0.00004407664,0.000037998,0.00001294055,0.00007197631,0.00006313363,0.000330939,0.9384242,0.05804354],"study_design_scores_gemma":[0.0001369708,0.0001083825,0.001190062,0.01062917,0.0001766422,0.0006301167,0.00005170948,0.0001852102,0.0001202045,0.001238914,0.9854903,0.00004228564],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001555173,0.8510592,0.001024908,0.0672956,0.07443466,0.000126329,0.0002217189,0.0001023475,0.005579729],"genre_scores_gemma":[0.002959397,0.7681321,0.002547199,0.09454913,0.09060175,0.0004261216,0.000533178,0.0001632746,0.04008785],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01509927,"threshold_uncertainty_score":0.05051208,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01902238163388515,"score_gpt":0.4000575355813935,"score_spread":0.3810351539475083,"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."}}