{"id":"W6887775819","doi":"10.17613/ysnaz-pwv11","title":"Lights & Darks: Data, Labeling, Language, & Paradigm in the History of Scholarship on Early Greece","year":2020,"lang":"en","type":"article","venue":"Knowledge Commons (Lakehead University)","topic":"Globalization, Historical Perspectives, and International Relations","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Historiography; Scholarship; Period (music)","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.01101245,0.000374084,0.0006010717,0.005216665,0.007450862,0.01560901,0.001342206,0.003442495,0.006166671],"category_scores_gemma":[0.02138449,0.0003446811,0.0003304096,0.008204244,0.06299226,0.02464079,0.007743434,0.005239808,0.0004354344],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01039285,"about_ca_system_score_gemma":0.00917107,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01668984,"about_ca_topic_score_gemma":0.01850394,"domain_scores_codex":[0.9930549,0.004983115,0.0002860594,0.0004704985,0.0008822861,0.0003231847],"domain_scores_gemma":[0.9826716,0.01361396,0.0007490503,0.001697227,0.0007954133,0.0004728467],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.000009077853,0.000005130591,0.0002129588,0.00004461131,0.000001485489,0.0000467539,0.04671522,0.00004559404,0.00005539929,0.937022,0.004922318,0.01091929],"study_design_scores_gemma":[0.00000768591,0.00001055891,0.0006683834,0.0005385259,0.000004168388,0.00008321201,0.05065471,0.0001985423,0.0002214957,0.7138173,0.2337723,0.00002316976],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1129883,0.03170743,0.03496509,0.282451,0.004852758,0.00009741573,0.0007534248,0.0003689189,0.5318156],"genre_scores_gemma":[0.9338138,0.007809408,0.01005651,0.01047181,0.001851555,0.0001429649,0.0001906019,0.0004225106,0.03524075],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9925491,"threshold_uncertainty_score":0.07540584,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0880098618186702,"score_gpt":0.3073898784793021,"score_spread":0.2193800166606319,"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."}}