{"id":"W2805486413","doi":"10.1145/3209281.3209379","title":"HandYwiN","year":2018,"lang":"en","type":"article","venue":"","topic":"Smart Cities and Technologies","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Université Laval","keywords":"Computer science","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"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":[0.000007040334,0.00002042382,0.00001964551,0.00001356528,0.0000115912,0.000005723726,0.00003382537,0.00001770566,0.0004401583],"category_scores_gemma":[0.000002635747,0.00001634767,0.000006094441,0.00003064762,0.00002292679,0.00001694382,0.000008295027,0.00001485202,0.0003139933],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000003301956,"about_ca_system_score_gemma":4.84613e-7,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003416293,"about_ca_topic_score_gemma":0.00001245694,"domain_scores_codex":[0.999888,2.590827e-7,0.00002061094,0.00002070751,0.00001491144,0.00005551322],"domain_scores_gemma":[0.9999256,0.000002945686,7.506706e-7,0.00006077041,0.000004366784,0.000005608672],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000002255517,0.000007214292,0.003541909,0.00002018024,0.00004215185,0.00000453413,0.0002326104,0.00008467862,0.009412963,0.09942278,0.7251284,0.1621003],"study_design_scores_gemma":[0.0001071159,0.00003990429,0.002326364,0.000003898299,0.000001695714,0.000003258646,0.0002121663,0.007595724,0.2171731,0.004139775,0.7682784,0.0001185899],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.4529959,0.00006959501,0.007337191,0.00009409881,0.0003696762,0.00001781759,4.396557e-7,0.002106225,0.5370091],"genre_scores_gemma":[0.9978275,0.000008963551,0.001170911,0.00002771583,0.00007267035,0.000001423309,1.524805e-7,0.000003696111,0.0008870151],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5448315,"threshold_uncertainty_score":0.4819425,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008980657452471303,"score_gpt":0.1860161111465492,"score_spread":0.1770354536940779,"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."}}