{"id":"W4408809992","doi":"10.63409/2024.37","title":"ChatGPT and the Commodification of Knowledge Work","year":2024,"lang":"en","type":"article","venue":"CAUT Journal","topic":"Artificial Intelligence in Healthcare and Education","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Winnipeg","funders":"","keywords":"Commodification; Work (physics); Sociology; Business; Engineering; Economics; Market economy; Mechanical engineering","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.004315583,0.000373542,0.0002712394,0.001793638,0.005031619,0.008885626,0.001283867,0.001479777,0.01080031],"category_scores_gemma":[0.01568662,0.0003674457,0.0005708473,0.00119537,0.01955278,0.008633576,0.01270477,0.002087911,0.001112222],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002941691,"about_ca_system_score_gemma":0.001770542,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002136468,"about_ca_topic_score_gemma":0.001974521,"domain_scores_codex":[0.9960322,0.00238308,0.0001111777,0.0003724035,0.0006896092,0.0004115792],"domain_scores_gemma":[0.9773269,0.01565133,0.00133927,0.003855107,0.0006252389,0.00120212],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0005125869,0.0002486921,0.01646839,0.0004755134,0.00004906485,0.001847524,0.2865313,0.003287468,0.005928115,0.5074507,0.004436032,0.1727645],"study_design_scores_gemma":[0.000194014,0.0005252985,0.02633298,0.0009907006,0.00009244416,0.003036588,0.1312936,0.01233268,0.01089717,0.4300308,0.3841239,0.0001498312],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"commentary","genre_scores_codex":[0.6604611,0.00189822,0.04582065,0.01015328,0.0002828417,0.00008009532,0.00008988618,0.000835147,0.2803788],"genre_scores_gemma":[0.9867714,0.0002729691,0.003169009,0.0003447871,0.00008535714,0.00003710209,0.00002346249,0.0001371995,0.00915873],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.9949684,"threshold_uncertainty_score":0.03613061,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1710473305300707,"score_gpt":0.4459257658601578,"score_spread":0.274878435330087,"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."}}