{"id":"W4211073438","doi":"10.1017/9781108164085.011","title":"Learning with Uncertainty","year":2017,"lang":"en","type":"book-chapter","venue":"Cambridge University Press eBooks","topic":"AI-based Problem Solving and Planning","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Computer science; Transformational leadership; Appeal; Artificial intelligence; Space (punctuation); Comprehension; Psychology","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"],"consensus_categories":[],"category_scores_codex":[0.0001750481,0.0003788035,0.0003657099,0.000148471,0.0008184341,0.0002621344,0.001751362,0.0002929114,0.000001941148],"category_scores_gemma":[0.00001180232,0.0003881458,0.0001291087,0.000004865819,0.0001983798,0.0002285379,0.0006346533,0.0009019978,0.00002316855],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000129666,"about_ca_system_score_gemma":0.0002513917,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002553438,"about_ca_topic_score_gemma":0.000003840632,"domain_scores_codex":[0.9984729,0.0000480992,0.0001235393,0.0006794722,0.0003219278,0.0003540031],"domain_scores_gemma":[0.9980633,0.0001101585,0.0003943109,0.001076358,0.0001679564,0.0001879066],"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":[0.00005314234,0.000003672663,0.00001555789,0.00006444418,0.0001281639,0.001049365,0.0001804047,0.0005345237,0.000006583491,0.9779671,0.01210851,0.007888513],"study_design_scores_gemma":[0.0004264741,0.0001726209,0.000009696565,0.000481743,0.00007300091,0.00004010131,0.000009854371,0.003766769,0.0000434619,0.00002051012,0.9943936,0.0005621535],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00003162925,0.00008304738,0.03391194,0.00003708626,0.0001502821,0.0001792083,0.0000260635,0.0003692145,0.9652115],"genre_scores_gemma":[0.002745433,0.00002311858,0.00189086,0.00004345027,0.00008511356,4.097164e-7,0.00002790318,0.00003164348,0.9951521],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9822851,"threshold_uncertainty_score":0.9998571,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01960793733653123,"score_gpt":0.1922297637064948,"score_spread":0.1726218263699636,"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."}}