{"id":"W7052045623","doi":"","title":"A review of occupational regulation and its impact","year":2011,"lang":"en","type":"book","venue":"London School of Economics and Political Science Research Online (London School of Economics and Political Science)","topic":"Electrostatic Discharge in Electronics","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Unit (ring theory); Commission; Occupational mobility; Market regulation; Occupational safety and health; Occupational licensing; Legislation","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.00612735,0.0005079093,0.001340103,0.001201249,0.0002354659,0.0002048647,0.001051698,0.0003328212,0.0003470716],"category_scores_gemma":[0.002604972,0.0004729735,0.0001988425,0.0005444827,0.005243266,0.001123595,0.0005695521,0.001043051,0.00001861474],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001565789,"about_ca_system_score_gemma":0.00889019,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004356598,"about_ca_topic_score_gemma":0.0001072085,"domain_scores_codex":[0.9939386,0.00008819612,0.001770566,0.0009890915,0.0004790657,0.002734487],"domain_scores_gemma":[0.993592,0.0008674826,0.0003851928,0.0006499768,0.001074668,0.003430739],"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":[0.00005881328,0.00007023042,0.0005537558,0.001501375,0.00005032512,6.598561e-7,0.00001566963,0.00007287026,0.0004904626,0.9961179,0.000375928,0.0006919659],"study_design_scores_gemma":[0.00231711,0.003039934,0.03857481,0.005994235,0.0002620433,0.0001805817,0.0001083413,0.108347,0.009033835,0.8135279,0.01642782,0.002186428],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9314198,0.01912822,0.00001657256,0.001037712,0.0001971483,0.001163493,0.001671495,0.00002431328,0.04534128],"genre_scores_gemma":[0.8813694,0.1146398,0.001057361,0.0003403968,0.000354777,0.00002365933,0.0001005617,0.0000782372,0.002035773],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1825901,"threshold_uncertainty_score":0.9997722,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05093688384262164,"score_gpt":0.3707254893273071,"score_spread":0.3197886054846855,"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."}}