{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005790543,0.001130128,0.0006851263,0.002358514,0.0009348108,0.003283584,0.001346539,0.001188566,0.6011624],"category_scores_gemma":[0.000984596,0.0004658148,0.0006168707,0.001904565,0.0004337578,0.00316001,0.002148661,0.001405864,0.4504499],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005297041,"about_ca_system_score_gemma":0.0008812274,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001367387,"about_ca_topic_score_gemma":0.00278217,"domain_scores_codex":[0.9995378,0.00002517172,0.00001289074,0.00007792228,0.0002994496,0.00004679952],"domain_scores_gemma":[0.9992644,0.0000493344,0.00003044713,0.0002176914,0.0002650456,0.000172967],"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":[0.0001181564,0.0001090811,0.0003046158,0.0003073297,0.00001013085,0.00007983577,0.0001097523,0.000146523,0.006021868,0.01050629,0.6365944,0.345692],"study_design_scores_gemma":[0.000009472781,0.00001971313,0.0002895434,0.0000215886,0.000004327932,0.00006282003,0.00002086769,0.0001072173,0.0009127791,0.001202898,0.997344,0.000004887008],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00234116,0.002379814,0.009239267,0.001237488,0.001998505,0.0001637973,0.004768215,0.00657325,0.9712986],"genre_scores_gemma":[0.004087315,0.001601995,0.003386796,0.0002338116,0.0003712466,0.00004891539,0.00431878,0.001073875,0.9848772],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6011624,"threshold_uncertainty_score":0.5688934,"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."}}