{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00002854582,0.0000161766,0.00002123733,0.000006196957,0.00001381915,0.00003803918,0.0001547508,0.000008004755,0.00009050556],"category_scores_gemma":[0.000008816672,0.00001430274,0.00001097254,0.00006555993,0.000001640118,0.00008394298,0.0001113008,0.00001843129,0.0001076902],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000003621361,"about_ca_system_score_gemma":0.00002467893,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003756873,"about_ca_topic_score_gemma":0.000003535238,"domain_scores_codex":[0.9997522,0.00000618646,0.00003411132,0.00009989575,0.00005260339,0.00005505889],"domain_scores_gemma":[0.9997029,0.000008583484,0.000003605904,0.0002472332,0.00001944689,0.00001818364],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[2.825669e-8,0.000005745242,0.0001621827,9.648217e-7,0.000001236946,0.00002315617,0.00007477316,0.00006078752,0.0007504506,0.9312803,0.001053373,0.06658699],"study_design_scores_gemma":[0.0002035174,0.000008686249,0.001119209,0.000006182772,0.000001186735,0.00006816802,0.00003880827,0.7556328,0.050838,0.06750229,0.1243989,0.0001822529],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.00261245,0.00003694425,0.9135998,0.002607949,0.000141255,0.000005323533,1.536543e-8,0.00007439814,0.08092183],"genre_scores_gemma":[0.5210661,0.000002136721,0.4680755,0.001342987,0.00003413926,6.830242e-7,1.068573e-7,0.000001033344,0.009477288],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.8637781,"threshold_uncertainty_score":0.1384176,"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."}}