{"id":"W4415225444","doi":"10.15173/ijsap.v9i2.5886","title":"Assessment Met-befores","year":2025,"lang":"en","type":"article","venue":"International Journal for Students as Partners","topic":"Student Assessment and Feedback","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Francis Xavier University","funders":"","keywords":"Formative assessment; Thematic analysis; Educational assessment; Self-assessment; Perception; Peer assessment; Assessment for learning; Alternative assessment","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001196775,0.0001246499,0.0001589968,0.0002529167,0.0007133202,0.0009113799,0.001365505,0.00006591506,0.000408277],"category_scores_gemma":[0.0002120451,0.000112618,0.0002099054,0.0001625117,0.0001111373,0.000316084,0.0001545568,0.0001797433,0.00003915215],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005041544,"about_ca_system_score_gemma":0.0004227225,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001581349,"about_ca_topic_score_gemma":0.000179267,"domain_scores_codex":[0.9975054,0.00008904235,0.000341801,0.0001899153,0.001557184,0.0003166677],"domain_scores_gemma":[0.9988853,0.0001850569,0.0001670482,0.00008606782,0.0005552103,0.0001212542],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00009119717,0.0003222566,0.502537,0.000003027066,0.001099148,0.00002365478,0.002682324,0.000026166,0.00006704785,0.4392243,0.04422063,0.009703216],"study_design_scores_gemma":[0.001977978,0.00009633056,0.1382637,0.00006659746,0.00007535874,0.000003530818,0.01127423,0.000017949,0.00003565022,0.01842028,0.8295906,0.0001777966],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.423515,0.0001569321,0.004385466,0.01298586,0.02079755,0.0008040933,0.00001442784,0.0001014992,0.5372392],"genre_scores_gemma":[0.9439197,0.000256395,0.001152548,0.001127635,0.0008538894,0.00005440851,0.000009627483,0.000009659219,0.05261615],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.78537,"threshold_uncertainty_score":0.8788458,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04477588560886075,"score_gpt":0.6110586355681135,"score_spread":0.5662827499592528,"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."}}