{"id":"W3202925558","doi":"10.1145/3474691","title":"Pathfinder","year":2021,"lang":"en","type":"article","venue":"Proceedings of the ACM on Human-Computer Interaction","topic":"Educational Games and Gamification","field":"Psychology","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of New Brunswick","funders":"","keywords":"Collectable; Computer science; Mathematics education; Psychology; Multimedia; Human–computer interaction; Visual arts","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":[],"consensus_categories":[],"category_scores_codex":[0.000117386,0.00009812179,0.0001061491,0.00006284636,0.00008917131,0.00005195838,0.0005093378,0.00006236784,0.0005785442],"category_scores_gemma":[0.0000884752,0.00007760413,0.0001090482,0.0001489096,0.00002948584,0.0001319849,0.0001695497,0.0001997399,0.0001269151],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005352742,"about_ca_system_score_gemma":0.00001221239,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001437606,"about_ca_topic_score_gemma":0.000001266962,"domain_scores_codex":[0.9991871,0.00001312411,0.0002374692,0.0002721242,0.0001705606,0.0001196039],"domain_scores_gemma":[0.9989538,0.00006772723,0.0002373249,0.0003829731,0.0003325242,0.00002565363],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0001731855,0.002453314,0.02085199,0.0001516717,0.0003849594,0.000002201938,0.02008414,0.00005545033,0.126706,0.3555721,0.3837304,0.08983462],"study_design_scores_gemma":[0.0009672634,0.000355128,0.7117587,0.0004005095,0.00008768082,0.0001591239,0.004669722,0.0002619499,0.120756,0.04112725,0.1190083,0.0004483051],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9688833,0.00002866966,0.00005762367,0.00501756,0.002567009,0.0001109138,0.000001831796,0.00003480251,0.02329826],"genre_scores_gemma":[0.9915425,0.00000244037,0.001016122,0.0008775347,0.0006301299,0.00002613165,0.000006498012,0.00001429167,0.005884404],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6909068,"threshold_uncertainty_score":0.6334653,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08299945641576426,"score_gpt":0.3828245932082675,"score_spread":0.2998251367925032,"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."}}