{"id":"W6964296147","doi":"10.25416/ntr.21229304","title":"TALON Online Education Card Game","year":2022,"lang":"en","type":"other","venue":"Edge Hill University","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Conversation; Report card; Online teaching; Higher education; Online learning; The Internet","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001028819,0.0002679916,0.0002871625,0.001000216,0.0001098869,0.000009674867,0.0005138911,0.000227029,0.03011572],"category_scores_gemma":[0.00002939968,0.0003583866,0.0001597418,0.0007042183,0.00009532128,0.00007116237,0.0003279187,0.0004499585,0.004788269],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001539186,"about_ca_system_score_gemma":0.000585094,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001779792,"about_ca_topic_score_gemma":0.001574747,"domain_scores_codex":[0.9986549,0.0002480173,0.00008152377,0.0004933609,0.0002878911,0.0002343136],"domain_scores_gemma":[0.998901,0.00001898827,0.000242119,0.0006401383,0.00005239038,0.0001453683],"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":[0.00002256084,0.000319139,0.0003734012,0.00003074488,0.00007981527,0.00004539216,0.000165272,0.000002691326,0.00002383408,0.0009201652,0.9966782,0.001338832],"study_design_scores_gemma":[0.0003248785,0.00002531464,0.0009736419,0.00003604497,0.000137591,0.0000072328,0.0007710001,0.000004754105,0.00000159066,0.00001232769,0.9973438,0.0003617956],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001235674,0.0005427641,0.000007931042,0.00009116624,0.001671698,0.0003659209,0.004096371,0.0007561285,0.9912323],"genre_scores_gemma":[0.0008058962,0.0000666687,0.0001933291,0.00007196589,0.0007065341,5.256651e-7,0.005367077,0.0006061692,0.9921818],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.02532745,"threshold_uncertainty_score":0.9998868,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01009258496295011,"score_gpt":0.2109742616129079,"score_spread":0.2008816766499578,"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."}}