{"id":"W4312459385","doi":"10.25368/2022.368","title":"Contributions to the 10th International Cycling Safety Conference 2022 (ICSC2022)","year":2022,"lang":"en","type":"paratext","venue":"","topic":"Traffic and Road Safety","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Cycling; Computer science; Geography","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004368011,0.001621822,0.0009174315,0.002665856,0.001907449,0.004860136,0.002159161,0.003259591,0.201542],"category_scores_gemma":[0.00434152,0.0003511263,0.0008319923,0.001149711,0.0008322163,0.002126716,0.005161339,0.002687566,0.09161569],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00186569,"about_ca_system_score_gemma":0.005142159,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008929482,"about_ca_topic_score_gemma":0.01245968,"domain_scores_codex":[0.9973236,0.0004112781,0.000169544,0.0005141174,0.001196238,0.0003851397],"domain_scores_gemma":[0.99376,0.0004809158,0.0001526867,0.0004368463,0.003565277,0.001604133],"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":[0.0001585495,0.000115032,0.000651721,0.0004016919,0.00002184927,0.00007156902,0.0001217298,0.00041144,0.001208953,0.002494281,0.8439498,0.1503933],"study_design_scores_gemma":[0.00001132596,0.00005653469,0.0009823947,0.0002408553,0.00001053897,0.00003434569,0.0001142046,0.0004934449,0.0003813465,0.001078157,0.996582,0.00001501179],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01241356,0.03688602,0.03669034,0.07132373,0.2928847,0.001588375,0.02211939,0.005354176,0.5207397],"genre_scores_gemma":[0.04624754,0.0188866,0.01766882,0.01290852,0.04651243,0.001280555,0.05849866,0.002207093,0.7957898],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.201542,"threshold_uncertainty_score":0.6742253,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01023388844046771,"score_gpt":0.2551712349655904,"score_spread":0.2449373465251227,"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."}}