{"id":"W2885533082","doi":"","title":"CL-SciSumm Shared Task - Team Magma.","year":2018,"lang":"en","type":"article","venue":"International ACM SIGIR Conference on Research and Development in Information Retrieval","topic":"Topic Modeling","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Dalhousie University","funders":"","keywords":"Task (project management); Computer science; Magma; Geology; Engineering; Systems engineering; Volcano; Seismology","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":[0.01015668,0.004366464,0.003897162,0.003092716,0.003122059,0.005504952,0.008267183,0.004455155,0.1357459],"category_scores_gemma":[0.03876713,0.00183012,0.003127382,0.003071995,0.0008713283,0.005605989,0.01028887,0.003805758,0.1896321],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002155329,"about_ca_system_score_gemma":0.009372372,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01137027,"about_ca_topic_score_gemma":0.02145815,"domain_scores_codex":[0.9927375,0.003106114,0.0004233997,0.001853262,0.001022958,0.0008567456],"domain_scores_gemma":[0.9862804,0.001859108,0.0003159229,0.005933983,0.003544982,0.002065633],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.003048077,0.0004773295,0.0005991635,0.0009492533,0.0004030119,0.00008836229,0.0002356674,0.005386353,0.003965126,0.002481623,0.8721866,0.1101794],"study_design_scores_gemma":[0.0046822,0.001616348,0.001982819,0.0002793195,0.0006075517,0.0002376207,0.0005859025,0.1890707,0.02071598,0.05146581,0.7283273,0.0004284055],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"software","genre_gemma":"empirical","genre_scores_codex":[0.02027707,0.002509159,0.3004579,0.004182428,0.009364802,0.005545822,0.1680821,0.4334396,0.0561412],"genre_scores_gemma":[0.1187508,0.0007060359,0.4038611,0.002441745,0.002199607,0.01358736,0.3256307,0.03783557,0.09498705],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1357459,"threshold_uncertainty_score":0.4541151,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1037866378267287,"score_gpt":0.359354122566273,"score_spread":0.2555674847395444,"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."}}