{"id":"W1982718004","doi":"10.1016/j.jal.2015.03.003","title":"Uncertain reasoning at FLAIRS","year":2015,"lang":"en","type":"article","venue":"Journal of Applied Logic","topic":"AI-based Problem Solving and Planning","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Regina","funders":"","keywords":"Artificial intelligence; 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":[],"consensus_categories":[],"category_scores_codex":[0.001201866,0.0001081698,0.000201078,0.0001018769,0.000101404,0.00008279733,0.000633301,0.00006503934,0.00001259052],"category_scores_gemma":[0.00006394853,0.00008170193,0.00005254892,0.0002283076,0.00002423673,0.0001653386,0.000141752,0.0002546016,0.00006940566],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001409845,"about_ca_system_score_gemma":0.0001648009,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003815819,"about_ca_topic_score_gemma":0.000001028499,"domain_scores_codex":[0.9989092,0.00003735393,0.0003066999,0.0001427142,0.0003718715,0.0002321042],"domain_scores_gemma":[0.9989825,0.0001119291,0.0003655355,0.0002108875,0.0001172389,0.0002119228],"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":[0.0007013779,0.0002478855,0.006096651,0.00007695804,0.0002206648,0.001621309,0.01587019,0.2664979,0.009593346,0.4133016,0.2159309,0.06984127],"study_design_scores_gemma":[0.009734027,0.004306874,0.002469884,0.0007754139,0.000165732,0.004879359,0.002471152,0.180524,0.01879598,0.468217,0.3051041,0.002556463],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1381561,0.001773492,0.6966462,0.003873559,0.001525526,0.0001979711,0.000001499537,0.0002224945,0.1576032],"genre_scores_gemma":[0.8473355,0.000006181755,0.151694,0.0005625373,0.0001856634,0.000001218732,7.098241e-7,0.000006522486,0.0002076495],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7091795,"threshold_uncertainty_score":0.3331708,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04064608043296995,"score_gpt":0.258233483731139,"score_spread":0.217587403298169,"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."}}