{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003046336,0.0008561458,0.0007133615,0.001224011,0.01896752,0.0139192,0.003076323,0.01585931,0.02219336],"category_scores_gemma":[0.02215131,0.0004656761,0.0004390142,0.001855335,0.006988266,0.007905249,0.003266136,0.02644042,0.01054263],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02055498,"about_ca_system_score_gemma":0.02380302,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.3791902,"about_ca_topic_score_gemma":0.5339069,"domain_scores_codex":[0.9952768,0.0007912597,0.0001702666,0.0007228072,0.002192706,0.0008461183],"domain_scores_gemma":[0.9909564,0.002785846,0.000324353,0.0002406259,0.004025321,0.001667514],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000003807227,0.000003300469,0.00007641487,0.00001685175,0.000001245916,0.00006316724,0.0005708579,0.000008796141,0.00001438232,0.006564885,0.9898936,0.002782528],"study_design_scores_gemma":[0.000004982935,0.000006026672,0.0003436712,0.0001636348,0.000002964236,0.0001278696,0.002599443,0.00003725018,0.00004838766,0.002091559,0.9945563,0.00001791134],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0006617017,0.01136587,0.000226036,0.9009092,0.04819762,0.00002018396,0.0002062614,0.00008164059,0.03833143],"genre_scores_gemma":[0.03253141,0.01181487,0.000417436,0.7241538,0.029026,0.00006651662,0.0003344806,0.0005059895,0.2011496],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.6208098,"threshold_uncertainty_score":0.7539662,"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."}}