{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001303884,0.0001314265,0.0001183313,0.0007943184,0.0001954786,0.0008508827,0.001541557,0.00008902673,0.0002221329],"category_scores_gemma":[0.00127417,0.0001210655,0.0000151729,0.0004037115,0.0001272243,0.001980837,0.0008769131,0.0003532414,0.0007277283],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002293497,"about_ca_system_score_gemma":0.0005631975,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002379023,"about_ca_topic_score_gemma":0.00001780651,"domain_scores_codex":[0.997388,0.00005772219,0.0005067779,0.0002898251,0.001373842,0.0003838019],"domain_scores_gemma":[0.9979886,0.000278602,0.00009295632,0.0003826949,0.001112376,0.0001447986],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0007213745,0.0002769513,0.01555223,0.00007005738,0.00007271917,0.00002157847,0.01517945,0.00004327184,0.0009139362,0.5288882,0.01319476,0.4250655],"study_design_scores_gemma":[0.005010375,0.001129851,0.0765789,0.0006755584,0.000001486984,0.00005406719,0.001475119,0.3257927,0.02051727,0.09460208,0.4728873,0.001275316],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4145087,0.00002790412,0.4169638,0.01303442,0.002383067,0.00108605,0.00003631422,0.0003076028,0.1516522],"genre_scores_gemma":[0.9563825,0.00003889089,0.04251048,0.0004626132,0.00009138214,0.00002673603,0.00004863256,0.000004003899,0.0004347811],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5418738,"threshold_uncertainty_score":0.9353718,"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."}}