{"id":"W4399879453","doi":"10.55016/ojs/ajer.v49i4.55029","title":"What Do Teacher Candidates Know About Large-Scale Assessments? What Should They Know?","year":2003,"lang":"en","type":"article","venue":"Alberta Journal of Educational Research","topic":"Student Assessment and Feedback","field":"Social Sciences","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Lakehead University","funders":"","keywords":"Need to know; Psychology; Scale (ratio); Educational research; Mathematics education; Pedagogy; Computer science; Geography","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["scholarly_communication","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.005450157,0.0001696351,0.0002710279,0.0003707268,0.001021569,0.002116898,0.0008588791,0.0001594025,0.03961875],"category_scores_gemma":[0.00333588,0.0001420089,0.0001742442,0.0006096102,0.0002921443,0.003524776,0.00008523727,0.0008200136,0.0005656354],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005100336,"about_ca_system_score_gemma":0.002977823,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001363236,"about_ca_topic_score_gemma":0.01456709,"domain_scores_codex":[0.9948915,0.001247044,0.0005013196,0.0002864004,0.00224119,0.0008325777],"domain_scores_gemma":[0.990271,0.007556763,0.0002478601,0.0002622636,0.001216385,0.0004456868],"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":[0.00013784,0.002641207,0.6079772,0.00002859764,0.0003822428,0.000004070977,0.05447562,0.000009680168,0.0001947208,0.1481125,0.1786108,0.007425528],"study_design_scores_gemma":[0.0005741806,0.0001359426,0.0216315,0.0004185277,0.00003672876,0.00001127034,0.1290926,0.000007764897,0.00004950258,0.004819947,0.8430144,0.0002077347],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5903554,0.02800289,0.000006679169,0.05441714,0.004304197,0.0004991448,0.000002506623,0.000002666666,0.3224094],"genre_scores_gemma":[0.6643486,0.05205163,0.0003168661,0.0003045383,0.001615789,0.00003478406,0.00001173653,0.00003241978,0.2812836],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6644036,"threshold_uncertainty_score":0.998919,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0798291492930633,"score_gpt":0.47919424289482,"score_spread":0.3993650936017567,"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."}}