{"id":"W4415850182","doi":"10.53555/fhy2xq71","title":"Climate Variability and Fisher Adaptation in Lakshadweep: A Qualitative Study of Coastal Observations","year":2019,"lang":"","type":"article","venue":"Journal of Survey in Fisheries Sciences","topic":"Climate Change, Adaptation, Migration","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Livelihood; Traditional knowledge; Participant observation; Climate change; Indigenous; Psychological resilience; Focus group; Fishing; Thematic analysis","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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":[0.00232205,0.0003835687,0.0004816701,0.0007387309,0.006312324,0.001268772,0.0007995254,0.000667386,0.002151016],"category_scores_gemma":[0.00330544,0.000349616,0.0002050264,0.0009051274,0.004760596,0.001977715,0.003281653,0.001273119,0.0001366951],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002969056,"about_ca_system_score_gemma":0.003225577,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04406319,"about_ca_topic_score_gemma":0.1165909,"domain_scores_codex":[0.9989318,0.0005541368,0.00003814671,0.0000892422,0.00008826755,0.000298404],"domain_scores_gemma":[0.9978778,0.001466754,0.000181211,0.00005862104,0.000143329,0.0002722833],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001477746,0.00001603339,0.004506078,0.00004985861,0.000001882768,0.0009411861,0.9912328,0.00001835039,0.0006120334,0.0002353644,0.000140264,0.002231279],"study_design_scores_gemma":[8.212583e-7,0.00001492438,0.002913644,0.00004198887,0.000001638483,0.0001211076,0.9949699,0.00002165587,0.00008421945,0.00006279033,0.001763327,0.000003896341],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9978021,0.0001535419,0.0002592076,0.0004737765,0.000008703443,0.00002755089,0.00003972856,0.00000291139,0.001232557],"genre_scores_gemma":[0.9979266,0.0003069266,0.000265341,0.0001693281,0.000003550933,0.00005806837,0.00002679323,0.000005725078,0.001237525],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04406319,"threshold_uncertainty_score":0.0876134,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4871208147435124,"score_gpt":0.3855572193527703,"score_spread":0.1015635953907422,"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."}}