{"id":"W4396819083","doi":"10.3828/shandean.2021.32.14","title":"Reviews","year":2021,"lang":"en","type":"article","venue":"The Shandean.","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Materials 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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0005755696,0.00006989171,0.0001223671,0.00001078818,0.00008757897,0.00003041116,0.0001776807,0.00001776872,0.002503051],"category_scores_gemma":[0.0002267493,0.00004009965,0.00007761912,0.0002651443,0.00003636291,0.00003945135,0.00008285221,0.00009527403,0.04743533],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002068204,"about_ca_system_score_gemma":0.00002989277,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005336292,"about_ca_topic_score_gemma":0.00003714154,"domain_scores_codex":[0.9992784,0.0001970743,0.0001234967,0.000123904,0.0001201863,0.0001568994],"domain_scores_gemma":[0.9993051,0.00004199201,0.0000412104,0.0005390254,0.00003773387,0.00003488905],"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":[0.00002468115,0.0001002731,0.00053402,0.00004330765,0.00005843745,0.00006702042,0.00128952,0.000009828777,0.1096122,0.01935213,0.8190519,0.04985667],"study_design_scores_gemma":[0.0001455342,0.000005014571,0.0007511885,0.0000296289,0.00002298915,0.00003291789,0.00004254883,0.00003000239,0.01007072,0.002279568,0.986519,0.00007091111],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1322254,0.09202258,0.000384902,0.006860086,0.0008762404,0.0008176909,0.00005192652,0.0005518597,0.7662093],"genre_scores_gemma":[0.9110628,0.001917363,0.0007625013,0.003479625,0.0007363724,0.00005544266,0.00003977672,0.000113587,0.08183253],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7788374,"threshold_uncertainty_score":0.9984088,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06306117816152437,"score_gpt":0.3068813757217458,"score_spread":0.2438201975602215,"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."}}