{"id":"W6884650808","doi":"10.11575/jet.v17i3.44001","title":"Defensible Roles for Researchers in Curriculum Policy making","year":2018,"lang":"en","type":"article","venue":"University of Calgary","topic":"Teacher Education and Leadership Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Curriculum; Policy making; Curriculum development; Public policy","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003684023,0.00003012749,0.00006427584,0.0001469362,0.0002126356,0.000006084537,0.0001413384,0.00004260766,0.00008101049],"category_scores_gemma":[0.0002584521,0.00003633427,0.00003323784,0.0002748876,0.0005208779,0.00007609,0.00002842851,0.00005542632,0.00001091492],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001222128,"about_ca_system_score_gemma":0.0002812393,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01031459,"about_ca_topic_score_gemma":0.02585642,"domain_scores_codex":[0.9994859,0.00009675267,0.00004004922,0.00008594537,0.0001140905,0.0001772727],"domain_scores_gemma":[0.9996994,0.00006894604,0.00002687878,0.00005484458,0.0001100469,0.00003994489],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00006572324,0.0001420455,0.1312889,0.00002985463,0.00002519388,0.000002233711,0.6879184,8.539861e-7,0.00004305115,0.1432901,0.01254414,0.0246495],"study_design_scores_gemma":[0.0003723299,0.00004407945,0.03715892,0.0000371147,0.000006222589,8.943572e-8,0.6846798,0.00005001835,0.00002181286,0.001832885,0.275713,0.00008377455],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5907925,0.0004256481,0.001832528,0.08546257,0.0002517181,0.0006165365,0.000004148334,0.00009582697,0.3205185],"genre_scores_gemma":[0.9955128,0.00002831598,0.001666678,0.0001044032,0.0001192429,1.956011e-7,7.30817e-7,0.000002204182,0.002565424],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4047203,"threshold_uncertainty_score":0.9962758,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1555089351610194,"score_gpt":0.4056155007810571,"score_spread":0.2501065656200377,"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."}}