{"id":"W4393039529","doi":"10.1007/s40152-024-00357-1","title":"Trapped in a gulf of hope and despair: the Wagher small scale fisheries on the Kutch coast of Gujarat, India","year":2024,"lang":"en","type":"article","venue":"MAST. Maritime studies/Maritime studies","topic":"Global Maritime and Colonial Histories","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Fishery; Scale (ratio); Geography; Oceanography; Geology; Biology; Cartography","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.002083001,0.0004640505,0.001034794,0.000193302,0.001241197,0.000125038,0.000583483,0.0001806469,0.0001351831],"category_scores_gemma":[0.001169397,0.0003094006,0.0002503449,0.00128653,0.004660676,0.0002231035,0.0007083209,0.0004873221,0.00002166289],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002393015,"about_ca_system_score_gemma":0.0002591049,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004158961,"about_ca_topic_score_gemma":0.05794723,"domain_scores_codex":[0.996413,0.0007095409,0.00080626,0.0006092133,0.0007068416,0.0007551268],"domain_scores_gemma":[0.9959382,0.0028981,0.0001806384,0.0004134413,0.0004853717,0.00008425186],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001274882,0.001002369,0.0765897,0.002523717,0.005149145,0.0002597297,0.499481,0.00002068748,0.0001871732,0.1491959,0.2001124,0.06420329],"study_design_scores_gemma":[0.001652598,0.001803463,0.06196973,0.002686065,0.0007896777,0.00001656051,0.3540396,0.00004778205,0.0002455181,0.04613346,0.5292929,0.001322559],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7221794,0.1422241,0.000008794148,0.03893676,0.001878886,0.002431518,0.0003237471,0.000279889,0.09173687],"genre_scores_gemma":[0.9842846,0.009542164,0.0001437426,0.0005147729,0.0002699683,0.0002970612,0.000004294085,0.0000380082,0.004905435],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3291805,"threshold_uncertainty_score":0.9999358,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03686112210365272,"score_gpt":0.2914621115027527,"score_spread":0.2546009893991,"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."}}