{"id":"W2922126698","doi":"10.21810/sfuer.v12i1.860","title":"On Research 'Worthy of the Present'","year":2019,"lang":"en","type":"article","venue":"SFU Educational Review","topic":"Digital Humanities and Scholarship","field":"Arts and Humanities","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Simon Fraser University","keywords":"Humanism; Epistemology; Sociology; Computer science; Aesthetics; Philosophy; Political science; Law","routes":{"ca_aff":false,"ca_fund":true,"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":[0.07963574,0.000829601,0.002418047,0.006219359,0.005394252,0.02204101,0.003221002,0.01194845,0.01441299],"category_scores_gemma":[0.1476,0.0007521628,0.001254282,0.01011073,0.03906726,0.03291082,0.009276778,0.009770649,0.005555112],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008943845,"about_ca_system_score_gemma":0.02559118,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003790337,"about_ca_topic_score_gemma":0.004635129,"domain_scores_codex":[0.9292122,0.04340028,0.00457401,0.005835103,0.01468311,0.002295234],"domain_scores_gemma":[0.786863,0.1384711,0.01433901,0.02501969,0.03052723,0.004780035],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00008598111,0.00006927745,0.0009299227,0.01208833,0.0001660951,0.0002241057,0.01224241,0.0001248972,0.0004250661,0.6396544,0.1167393,0.2172501],"study_design_scores_gemma":[0.00003386086,0.00006947724,0.000934345,0.01681173,0.00009772181,0.0001922286,0.008631811,0.00003726564,0.0002218989,0.1198039,0.8531395,0.00002631308],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"review","genre_gemma":"commentary","genre_scores_codex":[0.00214578,0.4984891,0.003742979,0.4041995,0.01594102,0.0001206607,0.0001386788,0.00008675491,0.07513555],"genre_scores_gemma":[0.1377777,0.5807661,0.01046462,0.2138373,0.02905351,0.0006151303,0.0003355504,0.0002110475,0.02693905],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.07963574,"threshold_uncertainty_score":0.4211591,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1857859634766237,"score_gpt":0.3839209942772989,"score_spread":0.1981350308006752,"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."}}