{"id":"W7111248441","doi":"10.15173/ijsap.v7i1.5553","title":"How can students-as-partners work inform assessment?","year":2023,"lang":"","type":"article","venue":"eCommons - AKU (Aga Khan University)","topic":"Higher Education Practises and Engagement","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Work (physics); Key (lock); Focus (optics); Order (exchange)","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":[0.1282752,0.00118597,0.0012209,0.005958959,0.01382131,0.05174932,0.004516267,0.009937108,0.006996844],"category_scores_gemma":[0.2117337,0.001068511,0.001004545,0.004539752,0.02924963,0.05744692,0.03976561,0.01154877,0.002649477],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007766413,"about_ca_system_score_gemma":0.01493548,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003863976,"about_ca_topic_score_gemma":0.005177465,"domain_scores_codex":[0.7539268,0.2154058,0.00585994,0.006089118,0.01337264,0.00534589],"domain_scores_gemma":[0.7999205,0.1409757,0.008397885,0.01538133,0.01960684,0.01571776],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00006845813,0.0001200937,0.01093789,0.0004116731,0.0000346007,0.000617285,0.6506408,0.000309612,0.0003846896,0.1657169,0.01881096,0.1519471],"study_design_scores_gemma":[0.0000212771,0.0001027865,0.001917972,0.001726197,0.00003920245,0.0005658175,0.4595697,0.001289101,0.0007741494,0.1713175,0.3625671,0.0001090783],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1022066,0.009872658,0.1522201,0.47541,0.008679962,0.0009372364,0.0002222306,0.001229857,0.2492213],"genre_scores_gemma":[0.9310863,0.003341011,0.03007701,0.01364032,0.001052856,0.0006992829,0.000112714,0.0005402835,0.0194502],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1282752,"threshold_uncertainty_score":0.6783919,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06241802487181437,"score_gpt":0.3837106417886237,"score_spread":0.3212926169168094,"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."}}