{"id":"W2917651062","doi":"10.1145/3303772.3303816","title":"Topic Development to Support Revision Feedback","year":2019,"lang":"en","type":"article","venue":"","topic":"Topic Modeling","field":"Computer Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Paragraph; CLARITY; Computer science; Coherence (philosophical gambling strategy); Analytics; Meaning (existential); Data science; Psychology; World Wide Web","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001546927,0.00005822747,0.000075927,0.00004091891,0.00002410503,0.00005893535,0.0004771918,0.00002196113,0.0004381753],"category_scores_gemma":[0.000006851441,0.00004790307,0.00001677571,0.0001071301,0.000001417649,0.0001543505,0.0003165191,0.00003599237,0.005904894],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000337009,"about_ca_system_score_gemma":0.00005895663,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000548527,"about_ca_topic_score_gemma":0.000002097429,"domain_scores_codex":[0.9992574,0.00000804348,0.0001426653,0.0002597343,0.0001752258,0.0001569207],"domain_scores_gemma":[0.9994342,0.00001114668,0.00001514208,0.0004385408,0.00002852442,0.0000724217],"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":[0.000001087146,0.00001658519,0.004357501,0.00001921634,0.000003983226,0.000004774417,0.001083203,0.000182862,0.0006182294,0.03552008,0.003980182,0.9542123],"study_design_scores_gemma":[0.0003602064,0.0001322648,0.00994448,0.00005284162,0.000001118571,0.00001579806,0.00003892801,0.01942256,0.009313665,0.0005217454,0.9598007,0.0003957402],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1839424,0.00000616243,0.7707008,0.001035372,0.0003816275,0.0001536527,3.745308e-8,0.0001028759,0.04367709],"genre_scores_gemma":[0.5350736,8.167964e-7,0.4393239,0.001710064,0.00002607668,0.000002211992,5.019334e-7,0.000002898768,0.02385996],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9558204,"threshold_uncertainty_score":0.9948691,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02563589638217187,"score_gpt":0.2563791137288274,"score_spread":0.2307432173466556,"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."}}