{"id":"W2127042235","doi":"10.37119/ojs2012.v18i2.63","title":"Walking Our Talk About Assessment With Preservice Teachers","year":2013,"lang":"en","type":"article","venue":"in education","topic":"Student Assessment and Feedback","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Francis Xavier University","funders":"","keywords":"Bachelor; Curriculum; Mathematics education; Psychology; Medical education; Best practice; Peer assessment; Test (biology); Pedagogy; Medicine; Political science","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":[0.0003215249,0.00006396014,0.00006704082,0.00006569314,0.0001428059,0.00016798,0.0001929483,0.00004547506,0.0002737578],"category_scores_gemma":[0.00002378873,0.00005696593,0.00001416977,0.0002581209,0.00002172628,0.0004898564,0.00001930703,0.0001038445,0.00006605538],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002433182,"about_ca_system_score_gemma":0.0004359082,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01758487,"about_ca_topic_score_gemma":0.004990266,"domain_scores_codex":[0.9991516,0.0001021377,0.0001073156,0.0001432961,0.0002990451,0.0001965865],"domain_scores_gemma":[0.9996493,0.0000324752,0.00006337735,0.0001116171,0.00008697447,0.00005624683],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000002357518,0.0003639161,0.8694211,0.000008950002,0.0000123722,3.624911e-7,0.07018743,0.00001021767,0.0002126658,0.00318634,0.008849771,0.04774453],"study_design_scores_gemma":[0.0001233973,0.00001392917,0.8241872,0.00003546639,0.000005251825,1.4219e-7,0.1571842,0.00002088752,0.00000780001,0.0006318708,0.01770162,0.00008823891],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8699656,0.00006861646,0.00001940748,0.005062216,0.000488137,0.0003947013,1.355407e-7,0.00003086988,0.1239703],"genre_scores_gemma":[0.9923632,0.0000337884,0.001908709,0.0001875686,0.0003156576,0.0001901624,0.000005837389,0.00000707716,0.004988064],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1223975,"threshold_uncertainty_score":0.9889571,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01818101799266665,"score_gpt":0.3767391790240238,"score_spread":0.3585581610313572,"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."}}