{"id":"W4229928709","doi":"10.1090/dol/028/23","title":"Solutions to the Challenges","year":2019,"lang":"en","type":"book-chapter","venue":"American Mathematical Society eBooks","topic":"Global Energy and Sustainability Research","field":"Energy","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005660909,0.0004285285,0.0006869158,0.00003299252,0.0003260879,0.00006216398,0.0007668803,0.0002799938,0.0007588459],"category_scores_gemma":[0.0001585424,0.0002931698,0.000796689,0.00004177755,0.001053982,0.00002051685,0.0005851097,0.000754633,0.003411314],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002936324,"about_ca_system_score_gemma":0.0002601496,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002074239,"about_ca_topic_score_gemma":0.0001709789,"domain_scores_codex":[0.9974294,0.00007019277,0.0004033706,0.0005709276,0.0007316797,0.0007944588],"domain_scores_gemma":[0.9975362,0.0006043208,0.0001334059,0.001242138,0.000201692,0.0002822561],"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":[0.000009021837,0.00002195889,9.924935e-8,0.0001197563,0.0002111052,0.000002996191,0.001278019,0.00009090622,0.000002785755,0.9350387,0.004828263,0.05839635],"study_design_scores_gemma":[0.00006072453,0.0001107003,0.000002401764,0.00005725704,0.00004356611,0.000005666767,0.00120711,0.0001771689,0.000002303065,0.442105,0.5559699,0.0002582256],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0000347118,0.000312156,0.0005586311,0.008589824,0.00006853694,0.0005709856,0.00001835641,0.0001461579,0.9897006],"genre_scores_gemma":[0.01076326,0.0001628311,0.001279643,0.002257154,0.0003099082,0.0001125641,0.000008520617,0.0001208387,0.9849853],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5511416,"threshold_uncertainty_score":0.999952,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03645983284865827,"score_gpt":0.2786605193475615,"score_spread":0.2422006864989033,"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."}}