{"id":"W3081778154","doi":"10.18061/es.v7i0.7728","title":"ES7 Contributor Biographies","year":2020,"lang":"en","type":"article","venue":"Engaging Students Essays in Music Pedagogy","topic":"Diverse Scientific and Economic Studies","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Lethbridge","funders":"","keywords":"Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002434422,0.0007343598,0.0008688506,0.003735553,0.002534299,0.003672008,0.001753509,0.00175188,0.7111861],"category_scores_gemma":[0.01990921,0.0002937868,0.0003888063,0.003782635,0.0005670649,0.00210392,0.002692304,0.002274379,0.5273663],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001995804,"about_ca_system_score_gemma":0.003650613,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005233402,"about_ca_topic_score_gemma":0.008528656,"domain_scores_codex":[0.9980725,0.0002010963,0.00009248177,0.0003040683,0.001145107,0.0001848182],"domain_scores_gemma":[0.9800406,0.001730936,0.0004170722,0.001259296,0.01474635,0.001805783],"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":[0.00002716173,0.00001317756,0.0001233857,0.00006845444,0.000001750968,0.00004511563,0.00007396842,0.00001952271,0.0001474633,0.001901482,0.9721409,0.02543754],"study_design_scores_gemma":[0.000003908992,0.000004231772,0.0001378543,0.00005708998,0.000001992317,0.00003086639,0.00008068502,0.00002673759,0.0001312652,0.0003314085,0.9991913,0.000002598389],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00107635,0.001968142,0.001651888,0.01735099,0.03804221,0.0003907814,0.01837625,0.0009928842,0.9201505],"genre_scores_gemma":[0.004280585,0.0008053631,0.0005501281,0.00151913,0.00204508,0.0001338641,0.005035565,0.0004532998,0.9851772],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7111861,"threshold_uncertainty_score":0.411958,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06844175192939467,"score_gpt":0.2804423534978405,"score_spread":0.2120006015684458,"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."}}