{"id":"W3155232785","doi":"10.16995/dscn.375","title":"Student Labour and Major Research Projects","year":2021,"lang":"en","type":"article","venue":"Digital Studies / Le champ numérique","topic":"Digital Humanities and Scholarship","field":"Arts and Humanities","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Coursework; Mentorship; Perspective (graphical); Sociology; Work (physics); Publishing; Library science; Political science; Management; Public relations; Pedagogy; Engineering; Art; Visual arts; Law; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.02105316,0.0005246456,0.0004995867,0.001322706,0.01606017,0.01394567,0.003330832,0.002301547,0.02977819],"category_scores_gemma":[0.03426758,0.0005390784,0.0004381987,0.001730037,0.01450948,0.007511619,0.03061637,0.006864542,0.006054766],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005901679,"about_ca_system_score_gemma":0.009660563,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009852003,"about_ca_topic_score_gemma":0.002229335,"domain_scores_codex":[0.9727112,0.01877586,0.0007794006,0.001865247,0.002674004,0.003194293],"domain_scores_gemma":[0.9539947,0.01279909,0.002850241,0.004954323,0.004168131,0.02123348],"domain_codex":null,"domain_gemma":"incentives","domain_candidate":"incentives","domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002030168,0.0004564571,0.00780319,0.0004475074,0.00001865281,0.0006461513,0.4930845,0.0001137893,0.001192553,0.2622388,0.08614992,0.1476455],"study_design_scores_gemma":[0.00002560325,0.000248854,0.002696712,0.0002665679,0.00000418938,0.0003481917,0.1737139,0.00008463528,0.0004190312,0.01233681,0.8098338,0.00002161335],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3446574,0.00632725,0.02237692,0.09595458,0.006047609,0.001064072,0.0005068906,0.0006322328,0.522433],"genre_scores_gemma":[0.7283471,0.002609474,0.006084017,0.008404156,0.001701431,0.00124385,0.0002887938,0.0004563827,0.2508647],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9860544,"threshold_uncertainty_score":0.1113411,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1390405446246454,"score_gpt":0.3357904174559025,"score_spread":0.1967498728312571,"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."}}