{"id":"W4401111341","doi":"10.1109/intcec61833.2024.10602875","title":"All You Need is Knowledge, Experience and Tools: A Framework for Integrating Digital Labour With White Collar Work","year":2024,"lang":"en","type":"article","venue":"","topic":"Digital Economy and Work Transformation","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Collar; Computer science; Work (physics); White (mutation); Knowledge management; Engineering; 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":[],"consensus_categories":[],"category_scores_codex":[0.005150954,0.0009541275,0.0005498191,0.004008895,0.005481723,0.01416483,0.002194113,0.00332695,0.005960063],"category_scores_gemma":[0.003687649,0.000582689,0.001247297,0.00240503,0.02645807,0.01810065,0.01329047,0.003938017,0.001436425],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004485202,"about_ca_system_score_gemma":0.005753437,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01228271,"about_ca_topic_score_gemma":0.009648654,"domain_scores_codex":[0.9952643,0.002697908,0.0002897623,0.0004519772,0.0007225452,0.0005735712],"domain_scores_gemma":[0.9970431,0.001341465,0.0002306555,0.0005271218,0.0002912212,0.0005663887],"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":[0.00001473615,0.00004469612,0.0006215042,0.0001041004,0.000007479066,0.0003209817,0.02702937,0.0006238944,0.0003398804,0.9495481,0.001632107,0.01971309],"study_design_scores_gemma":[0.00001897006,0.0000471871,0.0007398379,0.000554784,0.00001759314,0.0005649924,0.02861722,0.002386665,0.0004262188,0.6385097,0.3280642,0.00005265878],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0337701,0.004191078,0.5506337,0.0338964,0.0007539103,0.0004096555,0.0002189723,0.0006339746,0.3754922],"genre_scores_gemma":[0.5794482,0.003246243,0.3663393,0.00355788,0.0003433295,0.0007281995,0.0002741243,0.0002424968,0.04582027],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01416483,"threshold_uncertainty_score":0.03254259,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02441089913978628,"score_gpt":0.3013273142149487,"score_spread":0.2769164150751624,"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."}}