{"id":"W2923702028","doi":"10.5670/oceanog.2019.128","title":"Listening Down the Pipe","year":2019,"lang":"en","type":"article","venue":"Oceanography","topic":"Disaster Management and Resilience","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Geological Survey of Canada","funders":"","keywords":"Active listening; Geology; Environmental science; Acoustics; Psychology; Communication; Physics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005566791,0.0008365317,0.0006722814,0.001349512,0.008545162,0.01122418,0.001157544,0.006990106,0.05423025],"category_scores_gemma":[0.02624278,0.0004191624,0.0005714843,0.0007602909,0.01476983,0.01459577,0.01152983,0.0188883,0.01906754],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002412573,"about_ca_system_score_gemma":0.005540979,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004605791,"about_ca_topic_score_gemma":0.007077246,"domain_scores_codex":[0.9953121,0.002344557,0.0001179735,0.0005130396,0.001022879,0.0006895136],"domain_scores_gemma":[0.9896834,0.003309606,0.0004601577,0.0007588338,0.002079604,0.003708436],"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":[0.0000449733,0.00003106911,0.0006083932,0.000106416,0.00001294753,0.0002038999,0.01551395,0.00005205926,0.0004161808,0.07625542,0.8627948,0.04395986],"study_design_scores_gemma":[0.00000586667,0.0000190161,0.0003238079,0.0002036016,0.000003508354,0.0000911454,0.008804611,0.00002934992,0.00006113508,0.01868301,0.9717603,0.00001460458],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.002860521,0.01204912,0.002660585,0.7793266,0.05902684,0.00003107903,0.0001013031,0.0002009855,0.1437431],"genre_scores_gemma":[0.08798427,0.01280062,0.002406004,0.4311263,0.03465721,0.0001187594,0.0001560386,0.0006552725,0.4300955],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.05423025,"threshold_uncertainty_score":0.1814182,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007876201105013376,"score_gpt":0.25305742490635,"score_spread":0.2451812238013366,"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."}}