{"id":"W2275617233","doi":"","title":"The Learning Curve","year":2014,"lang":"en","type":"article","venue":"Divergent/Convergent","topic":"Education Methods and Practices","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Victoria","funders":"","keywords":"Learning curve; Computer 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":["sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.003993132,0.00009340426,0.00009492092,0.00002873058,0.002389965,0.0001723461,0.0003598339,0.00005595279,0.003149219],"category_scores_gemma":[0.002447383,0.0000702187,0.00009172936,0.0002127271,0.0001713714,0.0002049703,0.0000669569,0.0001984687,0.0008999371],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005438255,"about_ca_system_score_gemma":0.0001094031,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001637796,"about_ca_topic_score_gemma":0.0005604349,"domain_scores_codex":[0.9972401,0.001596219,0.0001908368,0.0002001591,0.0004205098,0.0003521415],"domain_scores_gemma":[0.998257,0.001058759,0.000167071,0.0001978499,0.0001337097,0.0001856545],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003210223,0.0001155163,0.4381858,0.00001447938,0.0001007606,0.000001310861,0.03255926,0.00005713581,0.0002162696,0.3672569,0.03583955,0.1256209],"study_design_scores_gemma":[0.00007603224,0.0000240564,0.01085648,0.000003375158,0.00001487534,1.682649e-7,0.006766093,0.00008791668,0.0001217212,0.00235931,0.9795827,0.0001073158],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.446031,0.003037261,0.009154372,0.04849459,0.02853165,0.000804165,0.000005122554,0.0004562835,0.4634856],"genre_scores_gemma":[0.9560103,0.00303378,0.0007413956,0.0004968322,0.0009128972,0.00002926399,0.000004941243,0.00001394735,0.03875667],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9437431,"threshold_uncertainty_score":0.999878,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06613548035061746,"score_gpt":0.3999224150182477,"score_spread":0.3337869346676303,"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."}}