{"id":"W4411802646","doi":"10.59236/td2007vol1iss1597","title":"Scholarship of Teaching and Learning","year":2007,"lang":"en","type":"article","venue":"Transformative Dialogues Teaching and Learning Journal","topic":"Evaluation of Teaching Practices","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Kwantlen Polytechnic University","funders":"","keywords":"Scholarship; Mathematics education; Psychology; Political science","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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","sts","research_integrity"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.07704366,0.0001860545,0.0003079678,0.0003433356,0.008162887,0.0003833212,0.0001973545,0.0001471749,0.0000309211],"category_scores_gemma":[0.01714245,0.0001729925,0.0000903552,0.00009552641,0.0003565328,0.002118606,0.00002834754,0.009940903,0.000005614293],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008476404,"about_ca_system_score_gemma":0.00009911218,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001089236,"about_ca_topic_score_gemma":0.0001656921,"domain_scores_codex":[0.9864452,0.01155791,0.0005971467,0.0001945952,0.0007258302,0.0004793211],"domain_scores_gemma":[0.9944579,0.004511172,0.0005610095,0.00006008308,0.0001373569,0.0002724622],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00008441003,0.00005145545,0.03921811,0.00003897892,0.00007322293,0.000005670703,0.5598682,0.0002418774,0.0007232474,0.01033628,0.00001920284,0.3893394],"study_design_scores_gemma":[0.003151087,0.001407134,0.1752193,0.001242002,0.0003342116,0.0003056009,0.5516687,0.0009437517,0.0002201999,0.005235318,0.2591688,0.001103887],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9330611,0.0006559409,0.02311253,0.001901279,0.000179675,0.000123013,7.846299e-7,0.0001073725,0.04085832],"genre_scores_gemma":[0.9872022,0.0003494848,0.01138768,0.00010734,0.0003064063,0.000001039086,0.000004676952,0.00001978644,0.0006213796],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3882355,"threshold_uncertainty_score":0.9931284,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08489039587027947,"score_gpt":0.4017842373798433,"score_spread":0.3168938415095638,"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."}}