{"id":"W4239175978","doi":"10.1090/gsm/192/05","title":"Mild solutions","year":2018,"lang":"en","type":"book-chapter","venue":"Graduate studies in mathematics","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Computer science; 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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001166508,0.0008814925,0.001470691,0.0005713958,0.000318632,0.00003327823,0.0005663652,0.0003279508,0.0004266831],"category_scores_gemma":[0.0006247448,0.0008079648,0.0003219209,0.0001407101,0.001866385,0.00008214546,0.0009400812,0.0007444658,0.02684397],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005337041,"about_ca_system_score_gemma":0.0000694409,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002418495,"about_ca_topic_score_gemma":0.000173688,"domain_scores_codex":[0.9964665,0.00003604017,0.001197595,0.0006298887,0.0008857087,0.0007842304],"domain_scores_gemma":[0.9969159,0.0004871794,0.0007054561,0.001235822,0.0005642365,0.00009144763],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000008491817,0.0001226575,0.000001977456,0.001136168,0.001153024,0.00006996721,0.01274414,0.000005000613,0.000005818517,0.4345451,0.5500779,0.0001297621],"study_design_scores_gemma":[0.0003777276,0.00007343672,0.000003526597,0.002753509,0.000409857,0.00003336947,0.001478958,0.0001582466,0.000008074289,0.8945043,0.09933879,0.0008602022],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0001712356,0.005274306,0.00006837036,0.0001858104,0.001180628,0.001036168,0.000395302,0.0004224653,0.9912657],"genre_scores_gemma":[0.0005095737,0.004839814,0.01914839,0.00006805483,0.0007830408,0.0001260963,0.00005787404,0.0006648254,0.9738023],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4599592,"threshold_uncertainty_score":0.9994371,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.413519431728041,"score_gpt":0.3786580472763592,"score_spread":0.03486138445168185,"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."}}