{"id":"W4367159209","doi":"10.7202/1078793ar","title":"Reginald BYRON, Sea Change: A Shetland Society, 1970-1979, St. John’s : Institute of Social and Economic Research, Memorial University of Newfoundland, 1986. 161 pages. $12.00","year":2021,"lang":"en","type":"article","venue":"Culture","topic":"Island Studies and Pacific Affairs","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"","keywords":"Shetland; History; Social change; Media studies; Economic history; Sociology; Political science; Geography; Law; Forestry","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001189986,0.002274418,0.001187189,0.003722943,0.002539357,0.002582283,0.001814325,0.001922848,0.130482],"category_scores_gemma":[0.001752057,0.0007452417,0.0004046192,0.007663445,0.001980139,0.005808394,0.001763589,0.002578401,0.05724063],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01268178,"about_ca_system_score_gemma":0.007141542,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.5286173,"about_ca_topic_score_gemma":0.7674461,"domain_scores_codex":[0.9993704,0.00008402517,0.0000583713,0.00006690375,0.0003155405,0.0001047119],"domain_scores_gemma":[0.9984882,0.0002102709,0.0001768223,0.00004466017,0.0007874708,0.0002924438],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001761777,0.000005556868,0.0002100983,0.0001772635,0.00000314871,0.00001385706,0.000172306,0.000016132,0.00002841216,0.0005029963,0.9815589,0.01729371],"study_design_scores_gemma":[0.00001267329,0.000008760603,0.007034206,0.0008192352,0.0000140902,0.0000715447,0.0008438029,0.0000223112,0.0001033093,0.0005568821,0.9904962,0.00001711328],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"other","genre_scores_codex":[0.00148634,0.7388017,0.0006443933,0.0804707,0.02500309,0.0001195013,0.007833136,0.0002369619,0.1454042],"genre_scores_gemma":[0.01063583,0.4644685,0.0007832886,0.006045505,0.00494403,0.00008709313,0.003333952,0.0002345493,0.5094673],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.5286173,"threshold_uncertainty_score":0.9483176,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0812662236025616,"score_gpt":0.3181962920251761,"score_spread":0.2369300684226145,"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."}}