{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0004934607,0.00006032778,0.0001169136,0.00003593559,0.0001486826,0.00008640045,0.0003177748,0.00001075776,0.0230045],"category_scores_gemma":[0.0001862623,0.0000360792,0.0001012436,0.0000507802,0.0001653451,0.0001436775,0.00005370048,0.0001678179,0.00130635],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002521196,"about_ca_system_score_gemma":0.0001561103,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003239204,"about_ca_topic_score_gemma":0.00003739922,"domain_scores_codex":[0.9990162,0.00009253326,0.0001837822,0.0001149676,0.0004632233,0.0001293126],"domain_scores_gemma":[0.999025,0.0002881033,0.00006173854,0.0003290849,0.0002682392,0.00002785283],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000001657732,0.00006171719,0.0001424033,0.000434852,0.000005879798,2.393698e-8,0.0005075368,2.281418e-7,2.900484e-7,0.8432036,0.1542718,0.001369947],"study_design_scores_gemma":[0.00003020359,0.00003430495,0.001272497,0.001590158,0.00000493528,4.473403e-7,0.000196717,2.715101e-7,0.000003355457,0.05919586,0.9376279,0.00004332355],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.0528901,0.02456373,1.17707e-8,0.01112379,0.0007780181,0.0004500398,0.00001764728,0.000004640532,0.910172],"genre_scores_gemma":[0.665565,0.00168642,0.000002377375,0.001580214,0.0004088494,0.00004647845,0.00001576605,0.000009823581,0.330685],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.7840078,"threshold_uncertainty_score":0.9994712,"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."}}