{"id":"W4211226519","doi":"10.1017/9781108164085.016","title":"Relational Planning, Learning, and Probabilistic Reasoning","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; Artificial intelligence; Transformational leadership; Probabilistic logic; Comprehension; Space (punctuation); Cognitive science; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008024483,0.001172307,0.0005144069,0.000916161,0.0008048234,0.004155277,0.001455059,0.001103861,0.01123799],"category_scores_gemma":[0.002284894,0.000681765,0.0009173458,0.001990357,0.0040743,0.005573965,0.001558885,0.003076541,0.00313026],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002482484,"about_ca_system_score_gemma":0.002333311,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004750467,"about_ca_topic_score_gemma":0.004755863,"domain_scores_codex":[0.9993742,0.0001653116,0.000031118,0.0001212661,0.0002627912,0.0000453716],"domain_scores_gemma":[0.9994799,0.0003385186,0.00003271957,0.0000727096,0.00004863008,0.00002744868],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001287018,0.00001730947,0.0001134228,0.0002825409,0.00001525957,0.00004621674,0.0004043702,0.00573084,0.0001303939,0.8806707,0.02838407,0.0841921],"study_design_scores_gemma":[0.000005797941,0.000009378204,0.0001880805,0.0001849242,0.000007163483,0.00007907071,0.0001185591,0.005369798,0.0001137551,0.8360426,0.1578714,0.000009498275],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.003810837,0.08108877,0.2531159,0.008176395,0.001199759,0.0001522019,0.000624693,0.0008484824,0.650983],"genre_scores_gemma":[0.2305318,0.1199443,0.2494453,0.003184497,0.002964866,0.0006545169,0.003060455,0.0006131179,0.3896011],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.01123799,"threshold_uncertainty_score":0.0375948,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03201898165424304,"score_gpt":0.2170804844561804,"score_spread":0.1850615028019373,"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."}}