{"id":"W4411931787","doi":"10.59236/td2009vol3iss2975","title":"Curriculum Leadership Portfolios","year":2009,"lang":"en","type":"article","venue":"Transformative Dialogues Teaching and Learning Journal","topic":"Reflective Practices in Education","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Curriculum; Engineering ethics; Psychology; Sociology; Pedagogy; Engineering","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":["sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.005919049,0.0001269932,0.0001609897,0.0001730891,0.00375516,0.0003829868,0.0001552081,0.0000891484,0.00005224791],"category_scores_gemma":[0.001976175,0.0001128285,0.00007517193,0.0001367856,0.0001629413,0.001605812,0.000003669523,0.00288291,0.00002112831],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001253222,"about_ca_system_score_gemma":0.0001216565,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000333936,"about_ca_topic_score_gemma":0.00003655928,"domain_scores_codex":[0.9958919,0.002982523,0.0002550772,0.0001297774,0.0003470005,0.0003937766],"domain_scores_gemma":[0.9991379,0.0002982495,0.0002153435,0.00004737894,0.0001041698,0.0001969583],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001685411,0.0001112599,0.01267797,0.000006763323,0.00002844737,0.000004991676,0.5507523,0.00006993335,0.00008828532,0.01048151,0.0003568849,0.4254048],"study_design_scores_gemma":[0.000917065,0.0007725969,0.04123576,0.0002325131,0.0001056498,0.0002027658,0.6302146,0.0003966191,0.00004020108,0.01363358,0.3116544,0.0005942497],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7143209,0.0007765118,0.01121491,0.012418,0.0005780812,0.0001772657,4.747447e-7,0.0001526646,0.2603612],"genre_scores_gemma":[0.9955224,0.0005734269,0.002169849,0.0004470326,0.0006969423,0.000001970039,0.000004241345,0.000007606307,0.0005765063],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4248105,"threshold_uncertainty_score":0.9994175,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05491105311362614,"score_gpt":0.3628235713180432,"score_spread":0.3079125182044171,"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."}}