{"id":"W2937945273","doi":"","title":"Coupling Scientific and Humanistic Approaches to Address Wicked Environmental Problems of the Twenty-first Century: Collaborating in an Acoustic Community Nexus","year":2018,"lang":"en","type":"article","venue":"MUSICultures","topic":"Diverse Musicological Studies","field":"Arts and Humanities","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Nexus (standard); Humanism; Soundscape; Sound (geography); Sociology; Engineering ethics; Process (computing); Ethnomusicology; Environmental ethics; Sustainability; Engineering; Ecology; Political science; Computer science; Acoustics; Law; Philosophy; Visual arts; Art","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.06403616,0.001114879,0.001083371,0.006668075,0.0172378,0.02181637,0.003897273,0.005996301,0.006539847],"category_scores_gemma":[0.03660079,0.0006796272,0.0006846345,0.002681899,0.1002758,0.01850511,0.03506336,0.006294326,0.0005811545],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006273721,"about_ca_system_score_gemma":0.02447586,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003373857,"about_ca_topic_score_gemma":0.007166259,"domain_scores_codex":[0.9506315,0.04071015,0.000758583,0.002327153,0.00307673,0.002495919],"domain_scores_gemma":[0.9409564,0.04254003,0.002870876,0.005510199,0.003212253,0.004910252],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00002798131,0.0001323225,0.002281309,0.000431437,0.00006212681,0.0005439268,0.4277382,0.0006925652,0.000651016,0.5251333,0.00348831,0.03881745],"study_design_scores_gemma":[0.00002394806,0.0000551645,0.0008271176,0.0005418019,0.00002308749,0.000292272,0.3134046,0.0004824277,0.0004749058,0.5556272,0.1281992,0.00004818679],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1601675,0.02164996,0.25294,0.2572616,0.002970727,0.0006434935,0.00008283694,0.0003952696,0.3038886],"genre_scores_gemma":[0.9425754,0.003753831,0.03719903,0.007706612,0.0004279957,0.0004856549,0.00002384933,0.0001149599,0.007712754],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9827622,"threshold_uncertainty_score":0.3386596,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1706158176738015,"score_gpt":0.2356147895053353,"score_spread":0.06499897183153383,"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."}}