{"id":"W2810393426","doi":"10.1093/llc/fqz011","title":"Beyond validation: Using programmed diagnostics to learn about, monitor, and successfully complete your DH project","year":2019,"lang":"en","type":"article","venue":"Digital Scholarship in the Humanities","topic":"Intelligent Tutoring Systems and Adaptive Learning","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; University of Victoria","funders":"","keywords":"Computer science","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.02902201,0.0007623665,0.0005100174,0.002345758,0.001070356,0.005673544,0.00237366,0.001571911,0.00243945],"category_scores_gemma":[0.1382582,0.0006453635,0.0003579917,0.001049122,0.002549519,0.006482033,0.00343442,0.002178558,0.001561536],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001824358,"about_ca_system_score_gemma":0.003670472,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002450459,"about_ca_topic_score_gemma":0.001896868,"domain_scores_codex":[0.9749689,0.01477137,0.001881556,0.003053647,0.004373995,0.0009504659],"domain_scores_gemma":[0.8204007,0.1078117,0.01963618,0.0313431,0.01718161,0.003626693],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.001392985,0.0007956528,0.168476,0.0004409048,0.0001083458,0.0008425572,0.02017606,0.03181215,0.02123649,0.05320907,0.01534028,0.6861696],"study_design_scores_gemma":[0.0002563552,0.002195059,0.03762868,0.001064126,0.0001733469,0.001181409,0.009425537,0.5411359,0.1962337,0.1086421,0.1014147,0.0006490977],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.2876929,0.0002934486,0.6658669,0.002726105,0.0001920567,0.0008093105,0.0007212281,0.02739755,0.01430052],"genre_scores_gemma":[0.7205292,0.00007362012,0.274571,0.0003808826,0.00002451664,0.0002819599,0.0004956548,0.001017699,0.002625537],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.970978,"threshold_uncertainty_score":0.1534849,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09576558282943255,"score_gpt":0.305451720361224,"score_spread":0.2096861375317914,"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."}}