{"id":"W3088267347","doi":"10.6000/2292-2598.2020.08.03.11","title":"The Model of a System for Criteria-Based Assessing of Students' Functional Literacy and its Developmental Impact","year":2020,"lang":"en","type":"article","venue":"Journal of Intellectual Disability - Diagnosis and Treatment","topic":"Educational Innovations and Challenges","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Literacy; Mathematics education; Psychology; Computer science; Pedagogy","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002768441,0.0001040466,0.0002251889,0.00003483763,0.000125377,0.0001239666,0.0001495357,0.00002361101,0.000007720859],"category_scores_gemma":[0.0001800638,0.00006018402,0.0001056309,0.0001242428,0.00007050271,0.0002523778,0.00004506039,0.00004116784,1.293165e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001641227,"about_ca_system_score_gemma":0.0002128245,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005324971,"about_ca_topic_score_gemma":0.000002236993,"domain_scores_codex":[0.9990356,0.00005003235,0.0004872437,0.0001311492,0.0002113661,0.00008461444],"domain_scores_gemma":[0.9976152,0.001639853,0.0002432929,0.00007020211,0.0003577569,0.00007371234],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.002567084,0.0243315,0.4447684,0.002866071,0.004798854,0.000007080314,0.1069964,0.007603036,0.007744241,0.05187644,0.003378609,0.3430623],"study_design_scores_gemma":[0.005727274,0.009132103,0.2959388,0.001143386,0.0003500186,0.00007413176,0.01642414,0.6169904,0.05087551,0.002423827,0.0003620424,0.0005583189],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.979513,0.0009990019,0.016247,0.002976133,0.00006091291,0.0001656902,0.00002666288,0.000003354652,0.000008214426],"genre_scores_gemma":[0.994439,0.0001973294,0.0052476,0.00003621135,0.00003516775,0.00003728997,0.00000216069,0.000003583216,0.00000163854],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6093874,"threshold_uncertainty_score":0.2454233,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1321493210322016,"score_gpt":0.3816942122819093,"score_spread":0.2495448912497076,"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."}}