{"id":"W4409891511","doi":"10.1177/0308518x251336893","title":"Pressure and praise as an action research methodology: The case of Fairwork","year":2025,"lang":"en","type":"article","venue":"Environment and Planning A Economy and Space","topic":"Digital Economy and Work Transformation","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Wissenschaftszentrum Berlin für Sozialforschung; Deutsche Gesellschaft für Internationale Zusammenarbeit; Rosa Luxemburg Stiftung; Bundesministerium für Wirtschaftliche Zusammenarbeit und Entwicklung; European Commission; Fonds Wetenschappelijk Onderzoek; International Development Research Centre; FP7 International Cooperation; Economic and Social Research Council; Fordham University; Yale University","keywords":"Praise; Action (physics); Psychology; Epistemology; Sociology; Philosophy; Social psychology; Physics","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.1617885,0.001246679,0.001278631,0.002802003,0.02851946,0.02210644,0.005120119,0.01737404,0.007530113],"category_scores_gemma":[0.1464842,0.001260706,0.001640038,0.002309414,0.1316164,0.02750945,0.02778409,0.01481957,0.001059205],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01190263,"about_ca_system_score_gemma":0.01926542,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005058669,"about_ca_topic_score_gemma":0.004490948,"domain_scores_codex":[0.7717906,0.2010938,0.002163512,0.009716339,0.008868106,0.006367706],"domain_scores_gemma":[0.8081722,0.1605549,0.005826699,0.0155542,0.004324687,0.00556725],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.00007489109,0.0001637164,0.001217277,0.0002448721,0.00003254677,0.0009821114,0.2293409,0.0008910369,0.0004516109,0.7456869,0.003114862,0.01779935],"study_design_scores_gemma":[0.0001573574,0.0002214007,0.0006990524,0.000814944,0.00002874036,0.0003790034,0.113772,0.002895692,0.0008411099,0.7750379,0.1050515,0.0001012019],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.2011579,0.00215633,0.2603655,0.2185942,0.001735461,0.002519546,0.00009131063,0.0002904421,0.3130893],"genre_scores_gemma":[0.945029,0.0003047589,0.03634812,0.007449088,0.0001445544,0.001512372,0.00001447409,0.0001220158,0.009075664],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.8382115,"threshold_uncertainty_score":0.8556294,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09681005165826369,"score_gpt":0.3841371326503037,"score_spread":0.28732708099204,"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."}}