{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006863925,0.0001248984,0.0002286847,0.0005561854,0.0004894983,0.0001001581,0.0006917753,0.00007827362,0.00002467094],"category_scores_gemma":[0.00009435284,0.0001220948,0.00004906043,0.00116846,0.0002734178,0.0001559175,0.0006820978,0.0006307848,0.000008000558],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003068365,"about_ca_system_score_gemma":0.00007866453,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004285338,"about_ca_topic_score_gemma":0.000006703817,"domain_scores_codex":[0.9985802,0.0000658105,0.0005994927,0.0002862916,0.0002184251,0.00024979],"domain_scores_gemma":[0.998915,0.0002151994,0.0003141211,0.0002299457,0.0002418963,0.0000838874],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001031912,0.00007285759,0.00007748252,0.000002608606,0.00001157317,0.00002221589,0.000145347,0.0003024182,0.000329486,0.287484,0.00002979991,0.7115119],"study_design_scores_gemma":[0.0000136254,0.0008098977,0.00003140898,0.00001975857,0.00001982846,0.0009413197,0.00170294,0.05233877,0.01498693,0.9220371,0.006886295,0.0002121773],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02736606,0.0015745,0.9659989,0.004400335,0.0003372092,0.0001284715,0.000001665546,0.00007189426,0.0001209667],"genre_scores_gemma":[0.991374,0.0002719493,0.007959269,0.0001593627,0.0001974169,0.00001688872,3.78886e-7,0.000006832956,0.00001386167],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.964008,"threshold_uncertainty_score":0.4978882,"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."}}