{"id":"W2294392228","doi":"","title":"The Third-Shift Problem in china: The First Step is Admitting You Have a Problem","year":2015,"lang":"en","type":"article","venue":"","topic":"Advanced Topics in Algebra","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"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":[0.002199051,0.0005438275,0.0004059192,0.000954352,0.02123792,0.004251856,0.001591325,0.00552961,0.00918177],"category_scores_gemma":[0.00287298,0.0003237873,0.0004640996,0.002304543,0.01065463,0.004636907,0.00408913,0.006875789,0.0006263243],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0151184,"about_ca_system_score_gemma":0.02750805,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2833165,"about_ca_topic_score_gemma":0.299898,"domain_scores_codex":[0.9982522,0.0002746781,0.00005630552,0.0001524647,0.0003155357,0.0009488012],"domain_scores_gemma":[0.9984826,0.0002121025,0.0001588938,0.0001306406,0.0002330772,0.0007826128],"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":[0.0001587834,0.0001427333,0.04629102,0.0003880144,0.00006636577,0.01094807,0.2697943,0.000559328,0.001117098,0.2881813,0.2861878,0.09616515],"study_design_scores_gemma":[0.00005722036,0.0001173787,0.04603983,0.0003875915,0.00003600877,0.002011297,0.1790907,0.001380201,0.000749803,0.05092376,0.7189873,0.0002189069],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.3806504,0.01327812,0.001267603,0.464251,0.003467818,0.00008078192,0.0001939063,0.0001610568,0.1366494],"genre_scores_gemma":[0.8648608,0.003423658,0.0005342952,0.05778715,0.0005457571,0.00005304979,0.0001206532,0.00005891209,0.07261573],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.2833165,"threshold_uncertainty_score":0.5633348,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04287370495003186,"score_gpt":0.308311257831399,"score_spread":0.2654375528813672,"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."}}