{"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":"codex-gemma-dda1882f352a","candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.0004358296,0.0002435329,0.0003518282,0.0001061967,0.0009925631,0.002733344,0.0002087166,0.00005079748,0.0001508607],"category_scores_gemma":[0.0003131962,0.0002096166,0.00009225138,0.0001014006,0.000734232,0.001146653,0.0006940833,0.000355601,0.00009216969],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008010962,"about_ca_system_score_gemma":0.0001115394,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009466673,"about_ca_topic_score_gemma":0.002884402,"domain_scores_codex":[0.9980782,0.00009289681,0.0003017849,0.000477049,0.0004925033,0.0005575671],"domain_scores_gemma":[0.9983373,0.000270772,0.00005388114,0.0002800904,0.0009398533,0.0001181155],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00002514519,0.0003341335,0.001179861,0.0001955886,0.0002664647,0.0002672677,0.7094459,2.893435e-7,0.00001398705,0.2770754,0.008450028,0.002745898],"study_design_scores_gemma":[0.0002897384,0.0001156817,0.0004583767,0.000071748,1.6584e-7,0.00001523488,0.6631336,3.903971e-7,0.0001061224,0.01868998,0.316919,0.0001999634],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.683795,0.004374442,8.566844e-7,0.001062142,0.0002773198,0.0002110484,0.0001004427,0.0000794595,0.3100993],"genre_scores_gemma":[0.8866273,0.0003873138,0.00000176072,0.0002989429,0.0005931489,0.00008908247,0.00002960441,0.00003524333,0.1119376],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.308469,"threshold_uncertainty_score":0.9983019,"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."}}