{"id":"W6946621654","doi":"10.34961/researchrepository-ul.25249558","title":"Essential or excluded? Union pressures and state responses to platform work in three liberal market economies","year":2024,"lang":"en","type":"article","venue":"University of Limerick Institutional Repository (University of Limerick)","topic":"Subterranean biodiversity and taxonomy","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Work (physics); State (computer science); Government (linguistics); Irish; Position (finance); Politics; Trade union","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002194414,0.0001775751,0.0003066337,0.0004212176,0.0005062381,0.00003855199,0.000375596,0.0001007579,0.001433394],"category_scores_gemma":[0.00001329853,0.0002076758,0.0001131597,0.0005345964,0.0008744544,0.0009494895,0.0001362099,0.0001686143,0.00004235406],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004694715,"about_ca_system_score_gemma":0.0003609681,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01237115,"about_ca_topic_score_gemma":0.004077889,"domain_scores_codex":[0.9988468,0.00009751566,0.0001614778,0.0004075495,0.0002467037,0.0002399869],"domain_scores_gemma":[0.9992133,0.0002770082,0.0001034817,0.0001702265,0.00005902629,0.0001769483],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.04086988,0.0003286113,0.8750452,0.0006103387,0.001122038,0.00445862,0.01666499,0.01763403,0.0005266026,0.0004969388,0.00711014,0.03513254],"study_design_scores_gemma":[0.001034766,0.0007099248,0.943354,0.0003284672,0.0001558486,0.0001249753,0.008086315,0.003120117,0.0001884616,0.00005769317,0.04234773,0.0004916932],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9877342,0.0005350749,0.000929174,0.0001881573,0.0003353231,0.0002216275,0.0001804777,0.00005171114,0.009824232],"genre_scores_gemma":[0.9928826,0.0002022714,0.002766729,0.00001988229,0.00003139168,2.346548e-8,0.00003007192,0.00000274998,0.004064258],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06830875,"threshold_uncertainty_score":0.9994794,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02443430646624825,"score_gpt":0.1808341973090153,"score_spread":0.156399890842767,"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."}}