{"id":"W1529999051","doi":"","title":"Does it Matter with What I Write? Comparing Performance on Paper, Computer and Portable Writing Devices","year":2002,"lang":"en","type":"article","venue":"","topic":"Gender and Technology in Education","field":"Social Sciences","cited_by":39,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Graduation (instrument); Computer lab; Mathematics education; Test (biology); Mode (computer interface); Computer science; Psychology; Engineering; Political science; Human–computer interaction; Biology","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001516115,0.0000716238,0.00008619866,0.00004539266,0.0004288765,0.0002213346,0.00009887953,0.00005400543,0.000969503],"category_scores_gemma":[0.000001976797,0.00004365097,0.000008885434,0.0000991507,0.0001234631,0.0007090719,0.00002096634,0.00009351909,0.00009679191],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001741341,"about_ca_system_score_gemma":0.000007149812,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000217352,"about_ca_topic_score_gemma":0.001403203,"domain_scores_codex":[0.9993712,0.00002190008,0.0000975049,0.0001709002,0.0001284286,0.0002100218],"domain_scores_gemma":[0.9997527,0.00004355776,0.0000354188,0.00009865747,0.00002974428,0.00003991752],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000001843719,0.00005231906,0.96368,0.00002045281,0.00001108395,9.696339e-7,0.01018906,0.00001825852,0.000005510029,0.001427268,0.002581942,0.0220113],"study_design_scores_gemma":[0.0006528042,0.0001927404,0.7586021,0.0004358685,0.0000392049,0.0000167682,0.1565068,0.004642581,0.000357243,0.000385496,0.07751556,0.0006527891],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.903851,0.00009377897,0.00004854858,0.01200354,0.0001813694,0.00008698139,1.0429e-7,0.00007937,0.08365536],"genre_scores_gemma":[0.9927936,0.0002910935,0.001587993,0.002814745,0.0001121153,0.000007443441,9.300369e-7,0.000005005338,0.002387073],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2050779,"threshold_uncertainty_score":0.9999437,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02489752895126677,"score_gpt":0.2600785981372489,"score_spread":0.2351810691859821,"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."}}