{"id":"W3203530699","doi":"10.1145/3474656","title":"To Be or Not to Be Stuck, or Is It a Continuum?","year":2021,"lang":"en","type":"article","venue":"Proceedings of the ACM on Human-Computer Interaction","topic":"Educational Games and Gamification","field":"Psychology","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Computer science; Process (computing); Artificial intelligence; Programming language","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002204397,0.000184717,0.0002305178,0.0001595022,0.0001220048,0.0001378218,0.0008507191,0.00008668174,0.002143109],"category_scores_gemma":[0.000395333,0.0001315058,0.0001221397,0.0003804454,0.00002275863,0.0001823338,0.0003691256,0.0002291285,0.0002403034],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001177169,"about_ca_system_score_gemma":0.00003378828,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004938604,"about_ca_topic_score_gemma":0.00006880859,"domain_scores_codex":[0.9985009,0.00001956647,0.0004241891,0.0005236165,0.0003078051,0.0002239189],"domain_scores_gemma":[0.9982743,0.0001855857,0.000266996,0.0005383816,0.000640807,0.0000939067],"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":[0.0009812994,0.0006152377,0.000439717,0.0000550495,0.000142216,0.000001562676,0.04553431,0.000004797921,0.03542711,0.004362356,0.9003202,0.01211618],"study_design_scores_gemma":[0.0008744021,0.001248767,0.06958653,0.0004295239,0.00008683866,0.00009959552,0.01489617,0.00005193786,0.1367139,0.0006593069,0.7749042,0.0004488822],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.870074,0.000004034327,0.00008761272,0.1223136,0.002110623,0.0004200784,0.00001438989,0.00003973576,0.004935934],"genre_scores_gemma":[0.87642,0.000003102201,0.004342359,0.05203294,0.0009576367,0.0001337526,0.000009826656,0.00003561413,0.06606481],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.125416,"threshold_uncertainty_score":0.998769,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1767940821780411,"score_gpt":0.4378882841230878,"score_spread":0.2610942019450467,"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."}}