{"id":"W3045315724","doi":"10.1177/0020715220944219","title":"Informality in action: A relational look at informal work","year":2020,"lang":"en","type":"article","venue":"International Journal of Comparative Sociology","topic":"Employment and Welfare Studies","field":"Health Professions","cited_by":40,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Cognitive reframing; Agency (philosophy); Action (physics); Informal sector; Sociology; Work (physics); Key (lock); Set (abstract data type); Political science; Public relations; Political economy; Social psychology; Social science; Economic growth; Economics; Psychology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004375219,0.0001072973,0.0003308506,0.0001098311,0.0001824107,0.000003739922,0.0002333415,0.0001249975,0.001081481],"category_scores_gemma":[0.0001654065,0.0000881771,0.000106931,0.00009415282,0.0001904617,0.0003694936,0.0001895687,0.0007681228,0.0002418725],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002747892,"about_ca_system_score_gemma":0.000212487,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007968955,"about_ca_topic_score_gemma":0.00004048496,"domain_scores_codex":[0.9981976,0.0003027502,0.00090816,0.00008186885,0.0003149385,0.0001947409],"domain_scores_gemma":[0.9978828,0.0006382588,0.0007128625,0.00003954148,0.0006458657,0.0000807089],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001431535,0.00003145728,0.9101947,0.000008362848,0.0002458119,0.0000153535,0.04826353,0.0003647766,0.00003358972,0.01877089,0.02043386,0.0002061754],"study_design_scores_gemma":[0.002034062,0.0001673429,0.8526498,0.00005461686,0.00000983376,0.000007825601,0.00522101,0.00005846309,0.00002082653,0.0015298,0.1381511,0.00009529698],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9571494,0.0001359495,0.0004246994,0.02432911,0.001269612,0.0001319139,0.000009001686,0.00001229487,0.01653805],"genre_scores_gemma":[0.9942574,0.00005360295,0.0001673239,0.003865069,0.0009876383,0.00001046088,0.00001813628,0.000004067147,0.0006363298],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1177173,"threshold_uncertainty_score":0.9998317,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2320293736088886,"score_gpt":0.491475160906782,"score_spread":0.2594457872978934,"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."}}