{"id":"W3108341127","doi":"10.24043/isj.343","title":"Good work? Scottish cultural workers’ narratives about working and living on islands","year":2016,"lang":"en","type":"article","venue":"Island Studies Journal","topic":"Research in Social Sciences","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Francis Xavier University","funders":"","keywords":"Narrative; Work (physics); Sociology; Gender studies; Art; Engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.002717528,0.0001581502,0.0002704919,0.00008802432,0.003487251,0.0006163456,0.0003597047,0.00008263628,0.0001952888],"category_scores_gemma":[0.001679418,0.0000849319,0.00008669173,0.0004505904,0.001499084,0.0005575274,0.0001312879,0.0003111652,0.00001935705],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002084442,"about_ca_system_score_gemma":0.0001298525,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005091072,"about_ca_topic_score_gemma":0.002090974,"domain_scores_codex":[0.9972071,0.0005902664,0.00026091,0.000263964,0.0009567438,0.0007210072],"domain_scores_gemma":[0.9981645,0.001110648,0.0001744731,0.00008192417,0.0002196234,0.0002488032],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.00003649626,0.00002584362,0.6222538,0.000003446591,0.0001411558,0.00002488084,0.270511,6.191664e-7,0.00002992997,0.001238993,0.02061066,0.08512321],"study_design_scores_gemma":[0.0008592709,0.0003239197,0.2391782,0.003396215,0.00002173895,0.00002291434,0.5696661,7.358897e-7,0.00001087731,0.008031993,0.1779416,0.0005463915],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8385918,0.007575411,0.00007001798,0.01318603,0.001522868,0.0001807133,0.000002344385,0.00004832103,0.1388225],"genre_scores_gemma":[0.977779,0.01227086,0.0001431387,0.0000897907,0.001777157,0.000008184718,4.777746e-8,0.000007577143,0.007924302],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3830755,"threshold_uncertainty_score":0.9978101,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09319367577471259,"score_gpt":0.4071637124824548,"score_spread":0.3139700367077422,"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."}}