{"id":"W4391705966","doi":"10.51644/9781554589647-004","title":"Author’s Note","year":2014,"lang":"en","type":"book-chapter","venue":"","topic":"Traffic and Road Safety","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science","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":[0.002812965,0.0005708081,0.001212275,0.001435171,0.003238884,0.004656666,0.002307129,0.002242284,0.2798051],"category_scores_gemma":[0.03524506,0.0004016156,0.0007060711,0.00221747,0.001180102,0.003053502,0.002025146,0.004900664,0.2190795],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003020391,"about_ca_system_score_gemma":0.006598134,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008853839,"about_ca_topic_score_gemma":0.01483661,"domain_scores_codex":[0.9960303,0.0004055218,0.000254032,0.0007814333,0.002226323,0.0003024292],"domain_scores_gemma":[0.9747528,0.00491148,0.0005076198,0.001626,0.01694524,0.00125678],"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":[0.000003510596,0.000002925291,0.00003848698,0.00002170263,5.161805e-7,0.00002426865,0.00006546588,0.00000831362,0.00001958569,0.001650445,0.9918777,0.006287086],"study_design_scores_gemma":[0.000001121545,0.000002437078,0.00009246338,0.00005358315,5.816989e-7,0.00005675518,0.00009181271,0.00001141493,0.00003125707,0.0002997554,0.999356,0.000002807709],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001384226,0.006636685,0.0031874,0.1589529,0.221831,0.0004992923,0.01104206,0.001959849,0.5945066],"genre_scores_gemma":[0.005609832,0.003019187,0.002014308,0.04191888,0.009995244,0.0004714467,0.004032536,0.0009442689,0.9319943],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2798051,"threshold_uncertainty_score":0.9360414,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01064740049654195,"score_gpt":0.2001615074133519,"score_spread":0.1895141069168099,"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."}}