{"id":"W4225726538","doi":"10.37965/jait.2022.0102","title":"Artificial Intelligence and Applications","year":2022,"lang":"en","type":"article","venue":"Journal of Artificial Intelligence and Technology","topic":"Cognitive Computing and Networks","field":"Computer Science","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Computer science; Artificial intelligence; Salience (neuroscience); Negotiation; Deep learning; Transformer; Language understanding; Domain (mathematical analysis); Applications of artificial intelligence; Data science; Machine learning; Natural language processing; Engineering","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00458678,0.001266768,0.0009782065,0.0035129,0.001825846,0.009917733,0.00259642,0.003786027,0.09128266],"category_scores_gemma":[0.02273713,0.0004283417,0.001097986,0.005367528,0.00244097,0.006766414,0.004481885,0.003047636,0.05541869],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002435452,"about_ca_system_score_gemma":0.003713604,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001194311,"about_ca_topic_score_gemma":0.0007725374,"domain_scores_codex":[0.9928145,0.00209441,0.0006874857,0.0009886873,0.002958976,0.0004558363],"domain_scores_gemma":[0.9912797,0.002953717,0.0004748552,0.002081351,0.002566858,0.0006435567],"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":[0.00007227567,0.000100589,0.001313346,0.001720974,0.00006226311,0.0004348082,0.0003109503,0.001935865,0.0008467798,0.3420077,0.2842199,0.3669746],"study_design_scores_gemma":[0.00001168338,0.00002676745,0.0003602647,0.0005953108,0.00001553159,0.0004848432,0.0001363244,0.001204233,0.0003384942,0.1085997,0.8882083,0.00001857277],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.002929874,0.04165929,0.07838427,0.03719489,0.006566647,0.0008795155,0.003562976,0.002742529,0.82608],"genre_scores_gemma":[0.1807175,0.1370281,0.1749357,0.03101816,0.01414022,0.003051469,0.01409599,0.002029933,0.442983],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.09128266,"threshold_uncertainty_score":0.3053709,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04442778029422133,"score_gpt":0.292837138984283,"score_spread":0.2484093586900617,"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."}}