{"id":"W3194334866","doi":"10.1145/3469096.3474926","title":"MTLV","year":2021,"lang":"en","type":"article","venue":"","topic":"Topic Modeling","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Computer science; Artificial intelligence; Multi-task learning; Task (project management); Machine learning; Generalization; Task analysis; Natural language processing","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001320637,0.001886018,0.0007277615,0.001723655,0.0006231629,0.001874764,0.003120093,0.001809313,0.04268675],"category_scores_gemma":[0.005772149,0.0008133445,0.002188023,0.001671631,0.0003237796,0.002661686,0.002007921,0.002209581,0.02853535],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001351408,"about_ca_system_score_gemma":0.001526676,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00714766,"about_ca_topic_score_gemma":0.01166815,"domain_scores_codex":[0.9991479,0.0001859481,0.0000734311,0.0003046968,0.0001883748,0.00009948017],"domain_scores_gemma":[0.9988412,0.0004204317,0.00006743939,0.0003898853,0.000216074,0.00006499817],"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":[0.0004990819,0.0002957564,0.001928805,0.001022972,0.0002929306,0.0002346431,0.0002150061,0.04559784,0.005683956,0.01405585,0.3014922,0.6286811],"study_design_scores_gemma":[0.0002325501,0.0003915279,0.001535334,0.0002300474,0.0001120567,0.0004136594,0.0001070524,0.7371278,0.02192292,0.04977577,0.1880493,0.0001019626],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.00923731,0.001840798,0.6305141,0.0006390847,0.0004646603,0.0003946758,0.03253718,0.309051,0.01532113],"genre_scores_gemma":[0.1454673,0.001746251,0.6530377,0.001293341,0.0002445148,0.002256603,0.1417916,0.01853195,0.03563073],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9573132,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02723278405780629,"score_gpt":0.2410664244291953,"score_spread":0.213833640371389,"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."}}