{"id":"W7026158214","doi":"","title":"Advances in artificial intelligence 24th Canadian Conference on Artificial Intelligence, Canadian AI 2011, St. John's, Canada, May 25 - 27, 2011 ; proceedings","year":2011,"lang":"en","type":"article","venue":"","topic":"Artificial Intelligence Applications","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Applications of artificial intelligence; Expert system","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","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0007909163,0.0006724711,0.0005449356,0.001363882,0.0006642836,0.0004302852,0.003563314,0.0003303189,0.004106557],"category_scores_gemma":[0.0001436182,0.0006976295,0.0001100933,0.001490309,0.0004099859,0.001683807,0.0002106432,0.0008793364,0.002743998],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001272568,"about_ca_system_score_gemma":0.008964916,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9974023,"about_ca_topic_score_gemma":0.999942,"domain_scores_codex":[0.9939946,0.00007621082,0.001420667,0.001646854,0.0007918454,0.002069811],"domain_scores_gemma":[0.995886,0.0001274807,0.0002790911,0.001122595,0.0007138441,0.001870975],"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":[0.00001563968,0.0001029652,0.0009180373,0.000009725833,0.000009583402,0.0000583143,0.001078995,0.0001246164,0.00003010009,0.8916901,0.006159615,0.09980233],"study_design_scores_gemma":[0.00004775587,0.0005268014,0.002877863,0.0001777633,0.00003440677,0.00005179027,0.005799071,0.09284053,0.05506075,0.7247535,0.1145971,0.00323261],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.006268206,0.0004118922,0.4557816,0.04071553,0.004786764,0.004073734,0.0003830057,0.0006473738,0.4869319],"genre_scores_gemma":[0.9878386,0.0001898952,0.007723696,0.003038011,0.0001843391,0.0001985717,0.00002356636,0.0000493549,0.000753989],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9815704,"threshold_uncertainty_score":0.9995475,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07016870662980138,"score_gpt":0.284439887477055,"score_spread":0.2142711808472536,"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."}}