{"id":"W4246265907","doi":"10.1007/978-1-4939-7131-2_100833","title":"ORA Toolkit","year":2018,"lang":"en","type":"book-chapter","venue":"","topic":"AI-based Problem Solving and Planning","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0002138621,0.0002401871,0.0002132083,0.0001049499,0.0001086675,0.0001940283,0.001011199,0.0002548937,0.003066367],"category_scores_gemma":[0.000009563361,0.0002074918,0.00009419338,0.00002772817,0.00004558439,0.0001686643,0.0002988345,0.0002662749,0.005187725],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002922254,"about_ca_system_score_gemma":0.0001174291,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001220308,"about_ca_topic_score_gemma":0.000005213282,"domain_scores_codex":[0.9988366,0.000008711157,0.0002031422,0.0004648079,0.0002548872,0.0002318342],"domain_scores_gemma":[0.9988367,0.00009145831,0.0001122829,0.0007745767,0.00008957269,0.0000954408],"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":[0.000001398724,0.000002560752,0.000005591822,0.0000151157,0.0000241059,0.00003588585,0.0001540999,0.000003997447,0.000002036894,0.7077844,0.2757774,0.01619343],"study_design_scores_gemma":[0.0000590458,0.00008144782,0.000002321696,0.000126999,0.000007387765,0.00001703351,7.955258e-7,0.001754544,0.00002676431,0.08242206,0.9151743,0.0003272762],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000001282391,0.0001940986,0.2110701,0.0003444108,0.0004318022,0.00006188003,0.000003677323,0.0003414715,0.7875513],"genre_scores_gemma":[0.0001375313,0.00001341913,0.0569758,0.0009672514,0.0003298055,0.000001736205,0.00001232538,0.00002219048,0.9415399],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6393969,"threshold_uncertainty_score":0.997845,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02462468889511031,"score_gpt":0.2226723291335018,"score_spread":0.1980476402383914,"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."}}