{"id":"W4388671422","doi":"10.1177/10242589231207967","title":"What makes work better or worse? An analytical framework","year":2023,"lang":"en","type":"article","venue":"Transfer European Review of Labour and Research","topic":"Employment and Welfare Studies","field":"Health Professions","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"HEC Montréal; Université de Montréal","funders":"","keywords":"Work (physics); Autonomy; Quality (philosophy); Computer science; Management science; Sociology; Engineering ethics; Risk analysis (engineering); Knowledge management; Epistemology; Political science; Business; 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":[0.02267357,0.001556613,0.001207456,0.01031049,0.009425287,0.02001286,0.003670629,0.004738033,0.005101386],"category_scores_gemma":[0.01862763,0.000522994,0.001424848,0.006323937,0.05554439,0.01954746,0.01125021,0.00587405,0.0006333551],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01164383,"about_ca_system_score_gemma":0.00777895,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006720525,"about_ca_topic_score_gemma":0.004526685,"domain_scores_codex":[0.9788802,0.01481572,0.0007085744,0.001937231,0.002296114,0.001362097],"domain_scores_gemma":[0.9844877,0.0109456,0.001550272,0.0006411967,0.001343577,0.001031657],"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":[0.000005123355,0.00001684033,0.0004001228,0.00007766102,0.000008305128,0.00006395091,0.01069079,0.0002373331,0.0000253393,0.9840699,0.0009779088,0.003426596],"study_design_scores_gemma":[0.000006404375,0.00001608746,0.000570939,0.0005330649,0.00001608201,0.00009367409,0.01842975,0.0009534754,0.0000455622,0.9419836,0.03733162,0.00001981272],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.04010849,0.03387633,0.2007366,0.2635575,0.001961425,0.0005661349,0.0004048751,0.0001168377,0.4586719],"genre_scores_gemma":[0.9125399,0.01343688,0.0525022,0.007870981,0.001231729,0.0009432743,0.0001945165,0.0001000236,0.01118051],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02267357,"threshold_uncertainty_score":0.1199107,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2755698540432467,"score_gpt":0.5378031192656655,"score_spread":0.2622332652224188,"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."}}