{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.03712722,0.002048449,0.001638154,0.01256264,0.007707756,0.01420111,0.006241312,0.013298,0.04910208],"category_scores_gemma":[0.0674748,0.0006998702,0.001944884,0.008344932,0.003806403,0.007488849,0.006327024,0.008654727,0.008775503],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02917745,"about_ca_system_score_gemma":0.1258093,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.446473,"about_ca_topic_score_gemma":0.6301705,"domain_scores_codex":[0.9820001,0.003156496,0.001088525,0.0009633412,0.009255522,0.003535967],"domain_scores_gemma":[0.9171003,0.01330135,0.002699124,0.002266789,0.0495372,0.01509522],"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":[0.00001189798,0.00001011241,0.00004233564,0.0002463443,0.000004375613,0.00001082203,0.00008819484,0.00002901769,0.00003090205,0.003434825,0.9875378,0.008553299],"study_design_scores_gemma":[0.00003272924,0.0000164988,0.001053153,0.001558215,0.00003347313,0.00001671042,0.0005281531,0.00009002899,0.00009902442,0.003844227,0.9926925,0.00003523179],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.0009780078,0.07086068,0.00371289,0.5952594,0.2566303,0.001049409,0.005978536,0.0005900209,0.06494071],"genre_scores_gemma":[0.05971583,0.1053151,0.01702314,0.2534819,0.1724985,0.003161731,0.01213856,0.001200683,0.3754646],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.446473,"threshold_uncertainty_score":0.8877485,"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."}}