{"id":"W2200195089","doi":"10.22230/src.2012v3n1a88","title":"Foreword: The Work of the Implementing New Knowledge Environments Community","year":2013,"lang":"en","type":"article","venue":"Scholarly and Research Communication","topic":"Open Education and E-Learning","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Work (physics); Computer science; Knowledge management; Data science; World Wide Web; Engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.005863731,0.00005938811,0.00006517788,0.00005924326,0.002747764,0.0007931066,0.0031723,0.00004181893,0.00005534876],"category_scores_gemma":[0.0005943874,0.00003518744,0.0000305581,0.0006217068,0.000239519,0.001583634,0.003500284,0.001674541,0.00007991697],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003894929,"about_ca_system_score_gemma":0.0001029443,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00118519,"about_ca_topic_score_gemma":0.0001208212,"domain_scores_codex":[0.9958822,0.003244011,0.0001861644,0.0001004925,0.0003481322,0.0002389591],"domain_scores_gemma":[0.9972472,0.0007924288,0.000092056,0.001619278,0.0001749589,0.00007414361],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00001028126,0.0004340936,0.1060849,0.00004275673,0.00007413549,5.006512e-8,0.1107847,0.00001749338,0.004685596,0.2122986,0.02876005,0.5368074],"study_design_scores_gemma":[0.0003186421,0.00006011424,0.8550759,0.0001186378,0.000004463694,0.000001791811,0.02043667,0.001015714,0.001181104,0.01954439,0.1021304,0.0001122096],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.928499,0.002161534,0.002204383,0.03535634,0.0001217393,0.0009685678,6.512582e-7,0.00003078137,0.03065694],"genre_scores_gemma":[0.9943842,0.000242999,0.001734379,0.00008178024,0.00001565181,0.00003604717,0.000002162658,0.000004622679,0.003498183],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.748991,"threshold_uncertainty_score":0.9985505,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09904961239179103,"score_gpt":0.376951450609241,"score_spread":0.27790183821745,"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."}}