{"id":"W2270771794","doi":"","title":"Ramping up Research as Writers and Readers","year":2008,"lang":"en","type":"article","venue":"Loading...","topic":"Digital Games and Media","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University; York University","funders":"","keywords":"Discipline; Drama; Generative grammar; Ethnography; Sociology; Field (mathematics); Cultural studies; Epistemology; Social science; Aesthetics; Media studies; Engineering ethics; Pedagogy; Visual arts; Anthropology; Linguistics; Engineering; Art","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.04369376,0.0008019285,0.001197019,0.007721405,0.02730572,0.05162151,0.005584182,0.009348867,0.01247251],"category_scores_gemma":[0.0993602,0.001029571,0.0008840516,0.008578259,0.06865951,0.05952933,0.0286866,0.01102728,0.00226221],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01774815,"about_ca_system_score_gemma":0.0373585,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02686348,"about_ca_topic_score_gemma":0.0565727,"domain_scores_codex":[0.9478095,0.02721694,0.001903523,0.003185702,0.0155123,0.00437209],"domain_scores_gemma":[0.8119603,0.1204027,0.004991579,0.02500384,0.02613084,0.01151068],"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":[0.00003315774,0.00006938289,0.002429009,0.0003790702,0.00001461615,0.0002057875,0.3628918,0.00006013798,0.0007192366,0.4581712,0.08233252,0.09269416],"study_design_scores_gemma":[0.0000140298,0.00003570988,0.001694652,0.0008083371,0.00002379211,0.0001496808,0.2238721,0.0001573505,0.0008779371,0.1053683,0.6669437,0.00005443259],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.03807943,0.01183986,0.01431539,0.554692,0.02129361,0.0002883961,0.0002008987,0.0006107424,0.3586797],"genre_scores_gemma":[0.7090169,0.0170524,0.02399911,0.07666088,0.01494508,0.000885898,0.0002527483,0.001909622,0.1552774],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.05162151,"threshold_uncertainty_score":0.2310775,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1540222598446987,"score_gpt":0.4016703023355962,"score_spread":0.2476480424908975,"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."}}