{"id":"W4406039352","doi":"10.1007/s40152-024-00396-8","title":"Accumulation by dispossession: evidence of shrinking space for small-scale fishers of Karnataka coast","year":2025,"lang":"en","type":"article","venue":"MAST. Maritime studies/Maritime studies","topic":"Social and Economic Development in India","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Social Sciences and Humanities Research Council; Nederlandse Organisatie voor Wetenschappelijk Onderzoek","keywords":"Livelihood; Stressor; Fishing; Psychological intervention; Scale (ratio); Geography; Natural resource economics; Fishery; Environmental planning; Environmental resource management; Development economics; Economics; Agriculture; Biology; Psychology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000368214,0.000182352,0.0002019393,0.0007980334,0.0008613397,0.0007013458,0.0007951133,0.0003709527,0.008374124],"category_scores_gemma":[0.002785349,0.0002607141,0.0003762785,0.001232587,0.002229031,0.0008321033,0.001393461,0.0005590101,0.0004202678],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006476059,"about_ca_system_score_gemma":0.001028222,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1985824,"about_ca_topic_score_gemma":0.3484277,"domain_scores_codex":[0.9997315,0.00005363217,0.00001870385,0.00006980913,0.00003673165,0.00008970221],"domain_scores_gemma":[0.9961771,0.001065628,0.001651703,0.0002812753,0.0002982638,0.0005259644],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001491477,0.00004711852,0.9889714,0.00003379502,0.00006233664,0.0002409034,0.004500426,0.0001556467,0.0004363046,0.0007165608,0.0003968407,0.004289525],"study_design_scores_gemma":[0.000002141634,0.0000262486,0.9941362,0.00001464587,0.00001142307,0.00003317399,0.005340586,0.00007715642,0.00003988616,0.0001540716,0.0001587748,0.000005690934],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9986042,0.00004691343,0.000023424,0.0001384935,0.000001879066,0.000002016378,0.0001040064,0.000001067801,0.001078052],"genre_scores_gemma":[0.9995229,0.00005006828,0.0000260386,0.00001885932,0.000001535906,0.000002276176,0.00004565634,7.092985e-7,0.0003318728],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1985824,"threshold_uncertainty_score":0.394853,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1157724691385368,"score_gpt":0.4032392669343638,"score_spread":0.2874667977958271,"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."}}