{"id":"W6923479520","doi":"10.14288/1.0133196","title":"Education Demo / Great Trek","year":2015,"lang":"en","type":"other","venue":"cIRcle (University of British Columbia)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Higher education; Alma mater; Georgia tech; Editorial board","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.000744102,0.0004942807,0.000305131,0.002293947,0.004371579,0.005147432,0.0007515323,0.0009136708,0.3723978],"category_scores_gemma":[0.002144654,0.0003253759,0.0003177556,0.002591389,0.00045597,0.001193822,0.002253602,0.002148828,0.150455],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00630966,"about_ca_system_score_gemma":0.008717716,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.3628207,"about_ca_topic_score_gemma":0.6580756,"domain_scores_codex":[0.9988639,0.00004016002,0.00002572575,0.00008767396,0.0006303096,0.0003522817],"domain_scores_gemma":[0.9982185,0.00005229938,0.00004287866,0.0001479599,0.0008047692,0.0007335939],"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":[0.00002048867,0.000008748946,0.0001557141,0.00002372531,6.002088e-7,0.00002398955,0.0000480854,0.00001714912,0.00004282016,0.001145069,0.9872934,0.01122019],"study_design_scores_gemma":[0.000003212134,0.00000305847,0.001621813,0.00002237741,4.661126e-7,0.00001349447,0.0001089505,0.00001143264,0.0000532555,0.00009056094,0.9980677,0.000003675849],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002220066,0.0005379402,0.0001486341,0.002786405,0.002146508,0.0001143431,0.02465674,0.0007790944,0.9666103],"genre_scores_gemma":[0.005867798,0.0002596738,0.0001186567,0.0005893891,0.0001151336,0.00003891979,0.008445734,0.0002764699,0.9842883],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6276022,"threshold_uncertainty_score":0.8951985,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01036315764717555,"score_gpt":0.189796320117495,"score_spread":0.1794331624703194,"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."}}