{"id":"W7098111799","doi":"","title":"Preface","year":2010,"lang":"en","type":"article","venue":"","topic":"Digital Humanities and Scholarship","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Nagging; Work (physics); Set (abstract data type); Software; Carr","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001870291,0.0009664527,0.000667186,0.002025431,0.00364829,0.00567715,0.001572837,0.001766085,0.4189457],"category_scores_gemma":[0.01031745,0.0003485735,0.0005462099,0.001505857,0.001057844,0.004321704,0.003183264,0.004325951,0.3047741],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002832969,"about_ca_system_score_gemma":0.003399332,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003794928,"about_ca_topic_score_gemma":0.004690837,"domain_scores_codex":[0.9985461,0.0002180442,0.00009232292,0.0002630331,0.0007319134,0.0001484459],"domain_scores_gemma":[0.9951766,0.0005643007,0.0001565695,0.0004293731,0.00266874,0.001004374],"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":[0.00002180644,0.00001787078,0.00009859834,0.00006487534,0.000001076774,0.00004553134,0.0001725086,0.00003130263,0.00009754893,0.006989396,0.9636137,0.0288458],"study_design_scores_gemma":[0.000001846153,0.000008508491,0.0001405845,0.00006098466,5.806131e-7,0.00003985726,0.0001077093,0.0000124162,0.00003900231,0.001191437,0.9983945,0.000002581924],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001608903,0.007004449,0.006713711,0.04332004,0.1370055,0.0006193607,0.007934597,0.001727177,0.7940663],"genre_scores_gemma":[0.006867575,0.004058857,0.002273635,0.007299365,0.01474331,0.0003014328,0.005867905,0.0008447905,0.957743],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5810543,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04006414309999908,"score_gpt":0.2176257143987513,"score_spread":0.1775615712987522,"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."}}