{"id":"W7097092619","doi":"","title":"NF01/PC08 Plus Postage. DESCRIPTORS Annotated Bibliographies: *Educational Attitudes:4r","year":2016,"lang":"en","type":"article","venue":"","topic":"Writing and Handwriting Education","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Handwriting; Curriculum; Handwriting recognition; Intelligent character recognition","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":[0.0007805901,0.0001130877,0.0001171315,0.001641124,0.0007171424,0.000181307,0.0002457376,0.00009525746,0.002049148],"category_scores_gemma":[0.0006195552,0.0000848753,0.00007952679,0.003624592,0.0003696336,0.0003955486,0.00002285416,0.00006970281,0.0003123764],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001019242,"about_ca_system_score_gemma":0.0004513706,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003016111,"about_ca_topic_score_gemma":0.002050585,"domain_scores_codex":[0.9985414,0.0001584109,0.0002199126,0.0002771722,0.0004051353,0.0003980373],"domain_scores_gemma":[0.9988092,0.0004386461,0.00008322109,0.0001703484,0.0003068868,0.0001916932],"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":[0.00003150585,0.0003940047,0.3218549,0.00002994486,0.0000683632,0.000001944292,0.01189199,0.000001006273,0.004466535,0.1517779,0.5018393,0.00764252],"study_design_scores_gemma":[0.001699952,0.0001411751,0.6340613,0.0004959646,0.00005335636,0.000007321803,0.04081416,0.000007036086,0.0009211109,0.01454852,0.3061703,0.001079774],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8271473,0.0001674683,0.0002145297,0.0288427,0.001271941,0.0002422241,0.00001779659,0.0003821813,0.1417139],"genre_scores_gemma":[0.9704745,0.0006317273,0.0009244009,0.0003919383,0.0007534108,0.00002918015,0.00001206558,0.00001437615,0.02676838],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3122064,"threshold_uncertainty_score":0.9988631,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03570827832588176,"score_gpt":0.3509232387601167,"score_spread":0.315214960434235,"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."}}