{"id":"W7155063704","doi":"10.1515/9781438491301-004","title":"Chapter 1 When the Sound Is Frozen: Extracting Climate Data from Inuit Narratives","year":2023,"lang":"","type":"book-chapter","venue":"SUNY Press eBooks","topic":"Indigenous Studies and Ecology","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Sound (geography); Narrative; Sound production; Climate change","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","open_science","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"category_scores_codex":[0.003027057,0.001580024,0.002058908,0.0001996973,0.01888672,0.0002431163,0.003459199,0.002119088,0.01353928],"category_scores_gemma":[0.0002399981,0.001223204,0.0004402692,0.00001699286,0.001060093,0.0003056274,0.01250814,0.005338829,0.004366911],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003491029,"about_ca_system_score_gemma":0.00061178,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01816538,"about_ca_topic_score_gemma":0.1523135,"domain_scores_codex":[0.9893109,0.0007210576,0.002664289,0.002656969,0.0008831237,0.00376363],"domain_scores_gemma":[0.9877139,0.00390071,0.00253756,0.004878314,0.0006099266,0.0003595684],"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":[0.0004656338,0.00004749088,0.0003230528,0.0006270058,0.002643231,0.0001822256,0.8308011,0.000001842568,0.00002318586,0.1484912,0.0111589,0.005235173],"study_design_scores_gemma":[0.001133919,0.0002394074,0.0002076702,0.001420918,0.0007972947,0.000009109256,0.1070379,0.0001829551,0.000008959964,0.07610303,0.8112839,0.00157497],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.003494883,0.003914635,0.00005752942,0.00292797,0.0118341,0.006609253,0.01903324,0.0003876581,0.9517407],"genre_scores_gemma":[0.05427767,0.008248604,0.0005198626,0.006858312,0.009091599,0.0007731627,0.001258331,0.001041124,0.9179313],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8001249,"threshold_uncertainty_score":0.9996948,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2887456086183211,"score_gpt":0.3983214266884021,"score_spread":0.109575818070081,"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."}}