{"id":"W4232782532","doi":"10.33178/scenario.10.1.0","title":"Foreword","year":2016,"lang":"en","type":"article","venue":"Scenario A journal for performative teaching learning research","topic":"Academic Publishing and Open Access","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Leibniz-Gemeinschaft; University of Waterloo; University College Cork","keywords":"Computer science","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","sts","scholarly_communication","research_integrity","insufficient_payload"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.1474204,0.0002309693,0.0004346391,0.00151721,0.007429201,0.003023966,0.004096536,0.0002324905,0.0007694775],"category_scores_gemma":[0.177186,0.0001154506,0.0003000326,0.0008439956,0.0003912526,0.005933568,0.0007201203,0.008009817,0.0008258978],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005292547,"about_ca_system_score_gemma":0.0005407651,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000330363,"about_ca_topic_score_gemma":0.000007960604,"domain_scores_codex":[0.9869815,0.005130024,0.001195873,0.0005691115,0.004720151,0.001403317],"domain_scores_gemma":[0.9774635,0.01854236,0.0006056261,0.0004739064,0.002356712,0.0005578364],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003189404,0.00004889712,0.05569397,0.000009434825,0.00004685873,0.000008212917,0.01333724,0.0001754015,0.0005796833,0.005633166,0.2132751,0.7108731],"study_design_scores_gemma":[0.001846655,0.0008589444,0.008946118,0.0004444092,0.000008780026,0.0002925465,0.01603806,0.01084462,0.0002878587,0.07807828,0.8819594,0.0003942929],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8156645,0.0002159141,0.1416484,0.02109516,0.001294427,0.0005248762,0.00002272975,0.0001034707,0.01943056],"genre_scores_gemma":[0.9265267,0.00003839273,0.002068839,0.0001288226,0.0009102814,0.0000280647,0.000002112746,0.0000344139,0.07026239],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7104788,"threshold_uncertainty_score":0.9999521,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3171430619106499,"score_gpt":0.5497724629998849,"score_spread":0.232629401089235,"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."}}