{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003450274,0.002313151,0.001395649,0.006634831,0.001107581,0.01087885,0.0036554,0.002792832,0.380302],"category_scores_gemma":[0.008795721,0.001073976,0.001326675,0.005674908,0.0006002649,0.008793843,0.003363443,0.002692293,0.4283195],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001753365,"about_ca_system_score_gemma":0.005434879,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009177488,"about_ca_topic_score_gemma":0.008077309,"domain_scores_codex":[0.9984202,0.0001635615,0.0001266769,0.0001115075,0.0009619914,0.0002160315],"domain_scores_gemma":[0.994508,0.000754921,0.0002700703,0.0005249434,0.003426569,0.0005155629],"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":[0.00003981782,0.00002154549,0.00008132027,0.0002533963,0.00000628424,0.00002693656,0.00002254434,0.0004673976,0.0002421197,0.002620418,0.9286324,0.06758562],"study_design_scores_gemma":[0.000003755373,0.000007074225,0.0001212692,0.0001776069,0.000003961965,0.00002755465,0.00002030343,0.0002390735,0.0001729421,0.00146651,0.99775,0.000009894939],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001146979,0.009957019,0.04276044,0.009772491,0.02145451,0.0004412364,0.1150687,0.02946807,0.7699305],"genre_scores_gemma":[0.002856296,0.009034353,0.01468601,0.003121108,0.003209097,0.0004863233,0.1269478,0.009198011,0.830461],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.380302,"threshold_uncertainty_score":0.8839241,"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."}}