{"id":"W6987889444","doi":"","title":"Understanding the Skill Gap of Post-Secondary Graduates Entering the Acoustic Consulting Profession","year":2023,"lang":"en","type":"article","venue":"Canadian acoustics","topic":"Military Technology and Strategies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Stantec (Canada)","funders":"","keywords":"Soft skills; Focus (optics); Range (aeronautics); Formal education; Communication skills","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"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":[0.001077684,0.0001298427,0.0001768183,0.001604882,0.001190829,0.00123148,0.0006488217,0.0005793659,0.006476913],"category_scores_gemma":[0.005525498,0.0001235509,0.0001506812,0.001248893,0.0007599751,0.0008375044,0.00146179,0.0007428522,0.0009024002],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002562659,"about_ca_system_score_gemma":0.008964795,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.3047938,"about_ca_topic_score_gemma":0.4424301,"domain_scores_codex":[0.9987992,0.00007837106,0.00003912099,0.00007986026,0.0003633829,0.0006399636],"domain_scores_gemma":[0.9958004,0.0008824763,0.0005981284,0.00003640497,0.0009784792,0.001703965],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.00008750365,0.000243135,0.9402252,0.00008599304,0.000007803304,0.0003162416,0.01817412,0.00008144539,0.0006155092,0.0007304391,0.002596927,0.03683568],"study_design_scores_gemma":[0.000002486678,0.0000699622,0.9722207,0.00005846297,0.000002111096,0.0001383534,0.02467605,0.0001189473,0.00009013136,0.000164644,0.002453852,0.000004259723],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9946387,0.0003423654,0.00006122702,0.0007411552,0.000008928828,0.00001019862,0.0001788325,0.000002914694,0.004015618],"genre_scores_gemma":[0.9975138,0.00029958,0.00005544961,0.0002548572,0.000007721927,0.00001012823,0.0001612584,0.000002226878,0.001695053],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6952062,"threshold_uncertainty_score":0.6060394,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04206966641691427,"score_gpt":0.235094760083135,"score_spread":0.1930250936662207,"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."}}