{"id":"W1578090333","doi":"10.21432/t2cd0j","title":"A review of Expert Systems","year":2009,"lang":"fr","type":"review","venue":"Canadian Journal of Learning and Technology","topic":"Big Data and Business Intelligence","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.001017444,0.0003935427,0.001969573,0.002040065,0.0002090672,0.0001547783,0.0007312575,0.0006281183,0.0005218058],"category_scores_gemma":[0.001954805,0.0003348618,0.000230354,0.001763535,0.0004617025,0.0004167078,0.00006959136,0.001355301,0.00008058966],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009853694,"about_ca_system_score_gemma":0.001024011,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002255646,"about_ca_topic_score_gemma":0.0005050037,"domain_scores_codex":[0.9976172,0.00006778104,0.00137896,0.0002724473,0.0001791224,0.000484492],"domain_scores_gemma":[0.9958087,0.00007351769,0.002442392,0.0002695374,0.001303678,0.0001021731],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000001748571,0.0000134364,0.001204131,0.1040535,0.0001114069,0.0001986736,0.000007765583,0.000001445666,0.000001154712,0.005189167,0.01861676,0.8706009],"study_design_scores_gemma":[0.00006607194,0.00005459653,0.000004227536,0.2722626,0.0003742923,0.0009884519,0.0001275145,0.00001302812,5.49069e-7,0.00009203098,0.7258053,0.0002113414],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00002996541,0.993033,0.0001117957,0.003993068,0.001186199,0.0002282315,0.000007111982,0.000015792,0.001394846],"genre_scores_gemma":[0.001007678,0.9971797,0.00008993196,0.0002348623,0.0006685972,0.000004294153,0.0000215154,0.00003365234,0.0007597147],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8703895,"threshold_uncertainty_score":0.9999104,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05374961958258283,"score_gpt":0.3040619875587191,"score_spread":0.2503123679761363,"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."}}