{"id":"W4235545953","doi":"10.1007/978-1-4939-7131-2_101310","title":"Tagging System","year":2018,"lang":"en","type":"book-chapter","venue":"","topic":"Educational Technology and Assessment","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","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":[],"consensus_categories":[],"category_scores_codex":[0.001485366,0.001429326,0.001030804,0.00403319,0.001731273,0.003536495,0.001831757,0.001464018,0.1195962],"category_scores_gemma":[0.00389798,0.0008211115,0.0009756981,0.002710259,0.0004407361,0.004576414,0.002972393,0.001500371,0.2109545],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008172293,"about_ca_system_score_gemma":0.001674521,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004040645,"about_ca_topic_score_gemma":0.00470644,"domain_scores_codex":[0.998912,0.0001597167,0.000110687,0.0003989631,0.0003213383,0.00009715656],"domain_scores_gemma":[0.9975254,0.0003722263,0.00007732862,0.001203084,0.0006865655,0.000135371],"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":[0.0002881422,0.0001139624,0.0008620548,0.000476512,0.00004321873,0.0001531162,0.0002293075,0.0005523502,0.01205275,0.02262535,0.6588939,0.3037094],"study_design_scores_gemma":[0.00004067093,0.00004174335,0.0008287514,0.00009220286,0.00005661714,0.0003351671,0.00009511636,0.006598255,0.01854194,0.01337853,0.9599119,0.00007920242],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.005748076,0.0008773312,0.4180551,0.0009416632,0.001941683,0.0008958098,0.0651287,0.2776295,0.2287821],"genre_scores_gemma":[0.04452347,0.001067747,0.3138205,0.002489483,0.0005355183,0.0008796271,0.2479129,0.03134203,0.3574287],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.1195962,"threshold_uncertainty_score":0.4000891,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01948065488109209,"score_gpt":0.2563909157751036,"score_spread":0.2369102608940116,"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."}}