{"id":"W4414833955","doi":"10.29173/alr2856","title":"Afterword: Vavilov: A Success Story, with Lessons Worth Learning","year":2025,"lang":"en","type":"article","venue":"Alberta Law Review","topic":"Eastern European Communism and Reforms","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Learning-by-doing","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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":[0.0007533637,0.0001469528,0.0003064481,0.00002954505,0.0008776642,0.00008798402,0.0005785949,0.00004358369,0.0003136948],"category_scores_gemma":[0.0001053432,0.00009463541,0.00008988412,0.000417492,0.0002849066,0.0002174432,0.0001334137,0.0003562816,0.0002268341],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004159209,"about_ca_system_score_gemma":0.000126776,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01035659,"about_ca_topic_score_gemma":0.09235932,"domain_scores_codex":[0.9983838,0.0006482999,0.0001961424,0.0002270314,0.0002237609,0.0003209443],"domain_scores_gemma":[0.9991072,0.0002214264,0.0001061595,0.0004014045,0.00006271344,0.0001011212],"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":[0.00002059045,0.0001058735,0.01596525,0.002409706,0.0001160619,0.00002396824,0.003256887,0.000004849731,0.000001420225,0.8247001,0.002511668,0.1508836],"study_design_scores_gemma":[0.000119471,0.00002492517,0.0008450615,0.005472929,0.00007213783,0.000001485921,0.0001679612,0.000001049254,0.000001136318,0.0000749726,0.9930717,0.000147163],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.003801699,0.05681964,0.0000636495,0.01927667,0.0001942708,0.000461655,0.000001129345,0.00007195213,0.9193093],"genre_scores_gemma":[0.7556626,0.09364371,0.00008402661,0.005647545,0.00009446541,0.00003731097,0.000009789824,0.00002875138,0.1447918],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9905601,"threshold_uncertainty_score":0.9962335,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01640104288289794,"score_gpt":0.318873450100968,"score_spread":0.3024724072180701,"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."}}