{"id":"W2899894646","doi":"","title":"Forum [Invited Papers]: COMPETENCY FRAMEWORKS","year":2011,"lang":"en","type":"article","venue":"Canadian social work review","topic":"Human auditory perception and evaluation","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Engineering ethics; Computer science; Engineering","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001433699,0.0001231977,0.0002017768,0.00005894809,0.0002165434,0.00001524962,0.0001308906,0.0001974935,0.06795643],"category_scores_gemma":[0.00002853157,0.0001346333,0.0001013587,0.000404805,0.00003575454,0.00005469395,0.000005523018,0.0003230101,0.006133517],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000237451,"about_ca_system_score_gemma":0.00005068032,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008254075,"about_ca_topic_score_gemma":0.009375622,"domain_scores_codex":[0.9992247,0.00004786043,0.0001993192,0.000111923,0.0001069855,0.0003091846],"domain_scores_gemma":[0.9995369,0.000008393937,0.00002481952,0.0001371583,0.00003815108,0.0002545849],"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":[5.217432e-7,0.000003756572,0.0004074994,0.0002898507,0.00002252402,0.000004775078,0.0007936475,0.000002068791,0.000008942437,0.0004407829,0.9011374,0.09688825],"study_design_scores_gemma":[0.00005453267,0.000004926046,0.01094925,0.000626807,0.00003442129,8.542754e-7,0.0001033648,0.00002373259,6.504625e-7,0.0002183207,0.9877819,0.000201195],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.004019478,0.08116396,0.0003226011,0.01152773,0.00408947,0.001492519,0.00004447095,0.0009040924,0.8964357],"genre_scores_gemma":[0.8550385,0.04663428,0.001983482,0.08800185,0.002944024,0.0003483242,0.0003277223,0.0002818439,0.004439976],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.8919957,"threshold_uncertainty_score":0.9946404,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03782129735335635,"score_gpt":0.251146939862444,"score_spread":0.2133256425090877,"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."}}