{"id":"W4281263175","doi":"10.5206/elip.v5i1.14940","title":"ELIP 2022: 5th Edition","year":2022,"lang":"en","type":"article","venue":"Emerging Library & Information Perspectives","topic":"IoT and GPS-based Vehicle Safety Systems","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":true,"about_ca":false,"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":[0.00013796,0.0001452347,0.0001229203,0.0003088065,0.0003624114,0.00008938443,0.0001801958,0.00003550452,0.003077612],"category_scores_gemma":[0.000008686843,0.0001664748,0.00008489814,0.0004915865,0.00002111568,0.00456231,0.00007411783,0.0002912199,0.0001834474],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001113213,"about_ca_system_score_gemma":0.0000338077,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008323618,"about_ca_topic_score_gemma":2.358961e-7,"domain_scores_codex":[0.9990152,0.00003722457,0.0003075598,0.000099371,0.0003130478,0.0002276618],"domain_scores_gemma":[0.9996523,0.00002403532,0.0000651778,0.0001768511,0.00002374026,0.00005792906],"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":[0.0001462441,0.00008786913,0.001247351,0.0002826889,0.0002120251,0.000008715161,0.09246838,0.2651283,0.0008211214,0.04275157,0.571668,0.02517771],"study_design_scores_gemma":[0.0006517261,0.00009129223,0.003248337,0.00002269316,0.0000118803,0.00002360378,0.05024874,0.1026615,0.001647896,0.0005178941,0.8403695,0.0005048958],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3587102,0.005059501,0.01393451,0.008050025,0.01194449,0.001530495,0.0007135577,0.009031381,0.5910259],"genre_scores_gemma":[0.9976773,0.00007928992,0.0001862482,0.0002370773,0.0005566403,0.00009755208,0.0003812523,0.00003053322,0.0007541053],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6389672,"threshold_uncertainty_score":0.9978337,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003722210660052544,"score_gpt":0.1859429252679401,"score_spread":0.1822207146078876,"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."}}