{"id":"W1562354938","doi":"10.1111/j.1467-873x.2010.00542.x","title":"New Scholars<i>In Review</i>","year":2011,"lang":"en","type":"article","venue":"Curriculum Inquiry","topic":"Educational Leadership and Administration","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Sociology; Epistemology; Engineering ethics; Philosophy; 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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005293752,0.00005998547,0.00008336634,0.00003943267,0.0001083225,0.00002184657,0.0001841558,0.00005711668,0.001468387],"category_scores_gemma":[0.0002984274,0.00005901858,0.0000386913,0.0003393301,0.00009702247,0.0003501891,0.00000910502,0.0001252541,0.0003700273],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005115077,"about_ca_system_score_gemma":0.0004328146,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001074257,"about_ca_topic_score_gemma":0.0006176238,"domain_scores_codex":[0.99919,0.0001128871,0.0001596817,0.0001473415,0.0001998467,0.0001901967],"domain_scores_gemma":[0.9996286,0.00002223365,0.00005243223,0.0001101258,0.00004963029,0.0001369706],"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":[0.000004209185,0.0004030135,0.1722192,0.0001547112,0.000008798944,0.00001298174,0.08289564,1.619673e-7,0.00005385747,0.4247206,0.3036416,0.01588525],"study_design_scores_gemma":[0.000366428,0.00007041222,0.09477325,0.001475327,0.0000355121,0.000004889825,0.0664482,0.000001309584,0.0002199413,0.01688839,0.8191672,0.0005491312],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2256832,0.02653659,0.0005461661,0.02860657,0.006462448,0.001148998,0.000002399314,0.0002590915,0.7107546],"genre_scores_gemma":[0.9868322,0.002113764,0.002299773,0.003277611,0.001365306,0.00002418667,0.000009977462,0.000008868384,0.004068286],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.761149,"threshold_uncertainty_score":0.9994444,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1662384459265177,"score_gpt":0.3935205673981357,"score_spread":0.2272821214716181,"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."}}