{"id":"W2032852995","doi":"10.1353/esc.2010.0038","title":"The Social Parameters of Scholarship","year":2010,"lang":"en","type":"article","venue":"English studies in Canada","topic":"Digital Games and Media","field":"Social Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Scholarship; Social media; Digital scholarship; Sociology; Media studies; Hypertext; Digital humanities; Humanities; Political science; Art; World Wide Web; Computer science; Law","routes":{"ca_aff":false,"ca_fund":false,"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":[],"consensus_categories":[],"category_scores_codex":[0.0005481644,0.00004492212,0.0001021002,0.00001077903,0.0001909886,0.00002163752,0.0002163779,0.0000241867,0.00000541979],"category_scores_gemma":[0.004285313,0.0000331537,0.00002305497,0.0001465085,0.0005110085,0.00007345612,0.00004360081,0.0001917528,2.757013e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001797817,"about_ca_system_score_gemma":0.0009693733,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.6163017,"about_ca_topic_score_gemma":0.9988889,"domain_scores_codex":[0.9992401,0.00004396146,0.0001221009,0.00007333557,0.0003001411,0.0002203814],"domain_scores_gemma":[0.9991298,0.000575089,0.00004617793,0.00007181978,0.0001356255,0.00004145965],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002072977,0.00003203581,0.1068611,0.00003039503,0.0001401052,0.00002492507,0.2397776,0.000004673135,0.00001616212,0.05272726,0.0693198,0.5310453],"study_design_scores_gemma":[0.00009224024,0.000004853739,0.009911912,0.000007501948,0.000003277067,3.625652e-8,0.1564963,2.149993e-7,0.00003518478,0.0005499436,0.8328395,0.00005905917],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8528307,0.0003101703,3.5999e-8,0.0007441259,0.004097664,0.00006982779,0.000005127538,0.000006309712,0.141936],"genre_scores_gemma":[0.9982986,0.0001685653,0.00003004344,0.0001138017,0.0002471074,0.000009072614,2.294688e-7,0.000003005384,0.001129555],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7635197,"threshold_uncertainty_score":0.513023,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03970996572974633,"score_gpt":0.3297995774163435,"score_spread":0.2900896116865971,"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."}}