{"id":"W1520880665","doi":"10.15353/joci.v2i3.2066","title":"Learning from the LDC's","year":2007,"lang":"en","type":"article","venue":"The Journal of Community Informatics","topic":"Academic Writing and Publishing","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Psychology; Business","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01038569,0.001558175,0.00146965,0.004084854,0.004818429,0.0122626,0.002551306,0.01272477,0.01769081],"category_scores_gemma":[0.04510276,0.0005295193,0.001351236,0.001362159,0.00427291,0.004085099,0.002640655,0.01921947,0.006854225],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003819875,"about_ca_system_score_gemma":0.004499108,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001506523,"about_ca_topic_score_gemma":0.003876011,"domain_scores_codex":[0.9921348,0.001298791,0.0006458831,0.000930168,0.004174635,0.0008156755],"domain_scores_gemma":[0.9435645,0.02398108,0.002128287,0.002320788,0.01921207,0.008793343],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001353653,0.00001188574,0.0000368813,0.0000787711,0.000006380207,0.00008988396,0.00003377261,0.00001075308,0.00002815342,0.0009759929,0.9938079,0.004906134],"study_design_scores_gemma":[0.00002078312,0.0000181721,0.0002053734,0.0003343065,0.00001448358,0.0001609598,0.0001358868,0.00006488247,0.0001103972,0.001216084,0.9977062,0.00001231076],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"empirical","genre_scores_codex":[0.0001026492,0.001443607,0.00007432178,0.05354591,0.9411316,0.00001115876,0.00003096474,0.00003006242,0.003629729],"genre_scores_gemma":[0.002021153,0.001333982,0.00008297536,0.02891845,0.9528682,0.000017836,0.00001912805,0.00003769254,0.01470058],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01769081,"threshold_uncertainty_score":0.05918163,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06174426929111553,"score_gpt":0.2628677857106887,"score_spread":0.2011235164195732,"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."}}