{"id":"W6925023338","doi":"10.17605/osf.io/2um5z","title":"HSI Model","year":2018,"lang":"en","type":"article","venue":"OSF Preprints (OSF Preprints)","topic":"Cognitive and developmental aspects of mathematical skills","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Symbol (formal); Symbolic data analysis; Variety (cybernetics); Fraction (chemistry); The Symbolic; Symbolic computation; Relation (database); Variable (mathematics)","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":[0.002655587,0.0003241807,0.0004306488,0.0001092123,0.0002387578,0.00009806569,0.0008343963,0.0001748161,0.4879831],"category_scores_gemma":[0.006606233,0.0003139002,0.0001893605,0.0002073378,0.0003047143,0.0002499669,0.001458566,0.00029993,0.8555651],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001612625,"about_ca_system_score_gemma":0.0001182607,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001616621,"about_ca_topic_score_gemma":0.00002906824,"domain_scores_codex":[0.9967894,0.0001641355,0.0006043031,0.00140149,0.0005180913,0.0005225882],"domain_scores_gemma":[0.9962277,0.0009339167,0.0001848754,0.002092167,0.0002885729,0.0002727173],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000413354,0.003495867,0.003736133,0.0006022769,0.0007038144,0.00009691943,0.00990799,0.00005131366,0.01537856,0.4426582,0.4435147,0.07944087],"study_design_scores_gemma":[0.0005872607,0.000001914151,0.0008578095,0.000143977,0.00006281396,0.0000380881,0.0001328224,0.003525969,0.04144504,0.9400635,0.01264344,0.000497304],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1165648,3.204612e-7,0.03388404,0.0002635361,0.0001197592,0.0005593918,0.000008793288,0.000233759,0.8483656],"genre_scores_gemma":[0.5251107,0.00001546281,0.06204829,0.0005025255,0.0001770717,0.0001499615,0.000006733913,0.00007361371,0.4119157],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.4974054,"threshold_uncertainty_score":0.9999313,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03413326790126592,"score_gpt":0.3025669729442584,"score_spread":0.2684337050429925,"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."}}