{"id":"W4244472370","doi":"10.11647/obp.0193.02","title":"Earth Sounds","year":2020,"lang":"en","type":"book-chapter","venue":"Open Book Publishers","topic":"Cryospheric studies and observations","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Musical; Representation (politics); Ice core; Symphony; Perspective (graphical); Core (optical fiber); Range (aeronautics); Computer science; Geology; Geography; Visual arts; Art; Climatology; Engineering; Literature; Telecommunications; Political science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","scholarly_communication","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001480288,0.0003114956,0.0004235197,0.00002993456,0.0003250379,0.002095017,0.001083769,0.0001911481,0.09664752],"category_scores_gemma":[0.00004404461,0.0002769022,0.0001466294,0.00007299634,0.0001234578,0.001722372,0.0001730155,0.000382215,0.002685044],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000009693524,"about_ca_system_score_gemma":0.0002253724,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001900629,"about_ca_topic_score_gemma":0.005235069,"domain_scores_codex":[0.9984952,0.00001150904,0.0003069137,0.000537113,0.0003624376,0.0002868705],"domain_scores_gemma":[0.9990153,0.00008959464,0.0001807587,0.0003822156,0.00007997658,0.0002521072],"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":[0.00001896096,0.000002789974,0.001791492,0.00001227405,0.0001293039,0.00002789535,0.0000921034,0.00004708903,7.78713e-8,0.01351996,0.9618852,0.02247286],"study_design_scores_gemma":[0.0001816573,0.00008004344,0.005696186,0.0000260344,0.00004137538,0.000002747636,0.00008768656,0.00008490528,1.406619e-7,0.004135909,0.9893034,0.000359991],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000005992927,0.002700434,0.00001039195,0.004137249,0.0007408946,0.0004556066,0.0001726266,0.00006306051,0.9917138],"genre_scores_gemma":[0.0001137884,0.0003016094,0.0006989747,0.007325536,0.000400179,0.000002948101,0.0007717454,0.00002079931,0.9903644],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.09396247,"threshold_uncertainty_score":0.9999683,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04209130866942731,"score_gpt":0.2188165695109835,"score_spread":0.1767252608415562,"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."}}