{"id":"W4408261083","doi":"10.1515/9781772127867","title":"Digital Memory Agents in Canada","year":2024,"lang":"en","type":"book","venue":"University of Alberta Press eBooks","topic":"Reinforcement Learning in Robotics","field":"Computer Science","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00004004692,0.0002104002,0.0002935115,0.0001500961,0.00003720252,0.00007003846,0.001572349,0.0001289546,0.00002529461],"category_scores_gemma":[0.00001190816,0.000262951,0.00008852605,0.00002169311,0.00006939279,0.000169102,0.001039519,0.0003807654,0.00002919861],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008129608,"about_ca_system_score_gemma":0.002489999,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8415747,"about_ca_topic_score_gemma":0.7963944,"domain_scores_codex":[0.9987481,0.00001928288,0.0001880331,0.0003830465,0.0004225326,0.0002390328],"domain_scores_gemma":[0.998951,0.0001635617,0.0001655326,0.0005833233,0.00004532115,0.00009121716],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004955845,0.00003133546,0.0002089968,0.001469209,0.0007933807,0.002307581,0.01200837,0.1963647,0.000002272823,0.09310089,0.6674185,0.02624523],"study_design_scores_gemma":[0.0002781382,0.00002966419,0.00002767941,0.0004189538,0.0000348608,0.000004986054,0.00004433057,0.04320762,0.00001420392,0.000144967,0.9554362,0.0003584247],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00003850981,0.00003679647,0.005244943,0.00002663359,0.0003846925,0.0001775108,0.0000101123,0.00002621111,0.9940546],"genre_scores_gemma":[0.002201024,0.000008818685,0.0002405324,0.00003111219,0.00001687731,1.001654e-7,0.00001914055,0.00001573394,0.9974667],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2880177,"threshold_uncertainty_score":0.9999823,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01799329881715726,"score_gpt":0.1870833712774165,"score_spread":0.1690900724602592,"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."}}