{"id":"W4224319819","doi":"10.1038/s41467-022-29395-1","title":"Direct sound printing","year":2022,"lang":"en","type":"article","venue":"Nature Communications","topic":"Additive Manufacturing and 3D Printing Technologies","field":"Engineering","cited_by":89,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Sound (geography); Computer science; Acoustics; Physics","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.0001486845,0.00007424077,0.00007424048,0.0000844881,0.0005316386,0.00002082938,0.00102666,0.00006450188,0.00005943053],"category_scores_gemma":[0.00009926422,0.0000822833,0.00003818,0.0001943852,0.00005201767,0.00003414956,0.0009628946,0.001271331,0.00001524361],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006980419,"about_ca_system_score_gemma":0.00000568403,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002647041,"about_ca_topic_score_gemma":0.00001374056,"domain_scores_codex":[0.9995596,0.00004130852,0.00009425356,0.00008588618,0.00009057429,0.0001283362],"domain_scores_gemma":[0.9986775,0.0001750567,0.00002268028,0.001093759,0.0000165775,0.00001442712],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000146873,0.0005180844,0.02324568,0.0001535894,0.0007801738,0.0000192832,0.003697871,0.07467038,0.007552107,0.3841474,0.2198053,0.2853954],"study_design_scores_gemma":[0.00009308023,0.00001159355,0.007494575,0.000006377863,0.0000124206,0.00001098291,0.0004341232,0.004425148,0.008516098,0.003466756,0.9752895,0.0002392951],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.4708134,0.01659166,0.002295663,0.004241893,0.001363856,0.0005041652,0.0001387335,0.01327697,0.4907737],"genre_scores_gemma":[0.9937371,0.00009513121,0.005815668,0.0000560966,0.0000171742,0.00009214424,0.0000313276,0.00001936575,0.0001359991],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7554843,"threshold_uncertainty_score":0.5523371,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02083620267918743,"score_gpt":0.2622773472759841,"score_spread":0.2414411445967966,"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."}}