{"id":"W1508751893","doi":"10.1109/ihtc.2014.7147565","title":"Greetings to IHTC'2014 participants","year":2014,"lang":"en","type":"article","venue":"","topic":"Transportation Systems and Infrastructure","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"BGC Engineering (Canada)","funders":"","keywords":"Generosity; Event (particle physics); Tourism; Political science; Library science; Engineering; Aeronautics; Telecommunications; Operations research; Management; Computer science; Law","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0002304395,0.00009813587,0.0001238637,0.00009333561,0.00008251075,0.0001438443,0.0001252569,0.00003598696,0.001690274],"category_scores_gemma":[0.00004568408,0.00007690721,0.0000376354,0.0001800971,0.000009847417,0.0004031894,0.00002084104,0.00004159241,0.003205768],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000004137154,"about_ca_system_score_gemma":0.000003367389,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005888392,"about_ca_topic_score_gemma":0.0002957162,"domain_scores_codex":[0.9992164,0.00000323743,0.0002063326,0.0001789715,0.0001570417,0.000237962],"domain_scores_gemma":[0.9996558,0.00001045944,0.00006960619,0.0001588427,0.00008412347,0.00002119852],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002757188,0.00002781195,0.4441445,0.000160145,0.00002096285,0.000002455735,0.0002033978,0.0004433973,0.002631988,0.2501055,0.2844115,0.01782071],"study_design_scores_gemma":[0.0001892148,0.000004855771,0.3021325,0.00001474604,0.00001002369,2.106262e-7,0.00007978393,0.000611543,0.00008169512,0.00101352,0.6957245,0.0001374469],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8250673,0.000004420448,0.009078993,0.001691221,0.0005340418,0.0001771976,8.813314e-7,0.0002421676,0.1632038],"genre_scores_gemma":[0.9879171,1.48859e-7,0.0004563481,0.009386455,0.0009777752,0.0000114135,0.000006516686,0.00001459137,0.001229658],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.411313,"threshold_uncertainty_score":0.9992223,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0130141185889705,"score_gpt":0.2148289478047936,"score_spread":0.2018148292158231,"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."}}