{"id":"W3199182395","doi":"10.5210/spir.v2021i0.11934","title":"PASSION, PIPELINES, AND PRECARITY: WORKING LIVES IN GAMES FROM THE PERSPECTIVE OF HIGHER EDUCATION","year":2021,"lang":"en","type":"article","venue":"AoIR Selected Papers of Internet Research","topic":"Digital Games and Media","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"","keywords":"Precarity; Scholarship; Workforce; Public relations; Sociology; Political science; Gender studies; Law","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005221362,0.00006013941,0.0001357029,0.00007644608,0.00003738052,0.00006499785,0.0002223878,0.000066334,0.0002892503],"category_scores_gemma":[0.001680834,0.00004489659,0.00003036647,0.0008494038,0.0004390524,0.00008242375,0.0001185115,0.0002612471,0.00000176969],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007724819,"about_ca_system_score_gemma":0.0007816678,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01504523,"about_ca_topic_score_gemma":0.01562301,"domain_scores_codex":[0.9984858,0.0004464003,0.0001659164,0.0002168973,0.0004377351,0.0002472266],"domain_scores_gemma":[0.9978915,0.0009609186,0.00005227309,0.0001310325,0.0008989858,0.00006525228],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0002474232,0.0006754213,0.2040414,0.00004375347,0.0001563346,0.0000101212,0.2196514,0.000001332041,0.01127984,0.0603427,0.01515454,0.4883958],"study_design_scores_gemma":[0.0003715513,0.0001586587,0.5180993,0.0009591318,0.00001328975,0.000001036267,0.1860895,0.00001597746,0.008281459,0.006074982,0.2797655,0.0001695944],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7062676,0.008594745,5.483818e-7,0.005216765,0.0001612862,0.0001888111,0.000005073352,0.000010464,0.2795547],"genre_scores_gemma":[0.9670784,0.001225036,0.0000690081,0.00007311962,0.0001427365,0.00001303627,0.000007325068,0.000006320234,0.031385],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4882261,"threshold_uncertainty_score":0.9915137,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04245108498058989,"score_gpt":0.3724085328565697,"score_spread":0.3299574478759797,"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."}}