{"id":"W4255901313","doi":"10.5623/cig2011-066","title":"New Products","year":2011,"lang":"en","type":"article","venue":"GEOMATICA","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"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":["insufficient_payload"],"category_scores_codex":[0.0001298417,0.0000809515,0.00009253736,0.00004587672,0.00003224248,0.00001175043,0.000168607,0.00002426946,0.003937827],"category_scores_gemma":[0.0001949025,0.0000700736,0.0000194501,0.0002187352,0.0000259006,0.0001042742,0.0000445617,0.00004608548,0.1020049],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001541338,"about_ca_system_score_gemma":0.00006699469,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008671285,"about_ca_topic_score_gemma":0.0000056452,"domain_scores_codex":[0.9993172,0.00002105867,0.0001250484,0.0001547611,0.0001502558,0.0002316274],"domain_scores_gemma":[0.9993511,0.0000098788,0.00004146101,0.0004530211,0.00003853088,0.0001060459],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.00004200535,0.000186794,0.001982586,0.00007500101,0.00006644957,0.00003240145,0.008953692,5.822621e-7,0.01681101,0.02218501,0.9326065,0.01705803],"study_design_scores_gemma":[0.002104728,0.0003635271,0.2931613,0.0001614247,0.0002315098,0.0001811611,0.0005189603,0.0003015745,0.2662236,0.2226835,0.2126704,0.001398288],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2957336,0.0001190555,0.001063971,0.0004897408,0.0003644416,0.0005123,0.000008850221,0.0009690545,0.700739],"genre_scores_gemma":[0.8422978,6.874274e-7,0.1426163,0.0001005754,0.0002288897,0.00001141474,0.000005336848,0.00007523256,0.01466382],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.719936,"threshold_uncertainty_score":0.9969727,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05324229928594899,"score_gpt":0.2261002378642862,"score_spread":0.1728579385783373,"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."}}