{"id":"W6931439399","doi":"10.5683/sp2/i27qgn","title":"Education research keynote at MEI 2015","year":2019,"lang":"en","type":"dataset","venue":"Borealis","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Higher education; Curriculum","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":[],"consensus_categories":[],"category_scores_codex":[0.002634104,0.00288857,0.001926,0.005490027,0.001432152,0.004796696,0.00315674,0.002360089,0.05562422],"category_scores_gemma":[0.01466164,0.0007474525,0.001891811,0.00621666,0.0006961742,0.002150445,0.003804342,0.002643425,0.1142723],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002736161,"about_ca_system_score_gemma":0.003986042,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04391562,"about_ca_topic_score_gemma":0.08301342,"domain_scores_codex":[0.9973545,0.0004563036,0.0002231501,0.0007248711,0.0008152137,0.0004259704],"domain_scores_gemma":[0.9956155,0.0008243647,0.0002318043,0.00144329,0.001302673,0.0005823664],"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":[0.00004385804,0.000015883,0.0005673944,0.0001676695,0.00001831427,0.000007514519,0.00001351806,0.0001567123,0.00004640172,0.0003221676,0.9953285,0.003311971],"study_design_scores_gemma":[0.0001873691,0.00003139348,0.005959735,0.0003465264,0.00005395205,0.00005164437,0.0001506508,0.001005096,0.0004917455,0.002976562,0.9887038,0.00004146011],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.0003267062,0.0003829225,0.0003018828,0.0006388805,0.0002853258,0.00002603088,0.994243,0.001275146,0.002520162],"genre_scores_gemma":[0.0009674602,0.0001508218,0.0005918352,0.0001636215,0.00004506274,0.00007345295,0.9952774,0.0001580608,0.002572256],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.05562422,"threshold_uncertainty_score":0.1860815,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09651374994474743,"score_gpt":0.4377497966506823,"score_spread":0.3412360467059349,"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."}}