{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01171015,0.000509406,0.0008219641,0.001814915,0.007690668,0.01715873,0.001198516,0.003235264,0.008584913],"category_scores_gemma":[0.02774163,0.0002230635,0.0003573026,0.002396123,0.04366383,0.01166235,0.01064644,0.006435581,0.001585617],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007797562,"about_ca_system_score_gemma":0.01486989,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002630147,"about_ca_topic_score_gemma":0.002780122,"domain_scores_codex":[0.9811124,0.01286874,0.0006554826,0.0009371548,0.003464055,0.0009622683],"domain_scores_gemma":[0.982461,0.009209925,0.001107245,0.003029835,0.001806127,0.002385837],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000009245809,0.00002932685,0.0002601616,0.0001499977,0.000005062996,0.00003922899,0.01821066,0.00008922677,0.0000819304,0.9402099,0.01119846,0.0297168],"study_design_scores_gemma":[0.00001115712,0.00006496536,0.0006078558,0.0006418569,0.000004769574,0.0001162936,0.0107995,0.0001608604,0.0002304709,0.5799007,0.4074513,0.00001023892],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01661372,0.05801738,0.01569646,0.1260712,0.004077851,0.0001357344,0.00008935401,0.0001742466,0.7791241],"genre_scores_gemma":[0.8465152,0.03055695,0.009409056,0.009896458,0.003408033,0.0003490805,0.0001191219,0.0001935365,0.09955253],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.01715873,"threshold_uncertainty_score":0.06192994,"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."}}