{"id":"W6894066020","doi":"10.5281/zenodo.8060925","title":"ARIADNEplus Data Aggregation Pipeline: User Guide","year":2022,"lang":"en","type":"article","venue":"ISTI Open Portal","topic":"Image Processing and 3D Reconstruction","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Prairie Improvement Network","funders":"Horizon 2020 Framework Programme","keywords":"Data aggregator; Process (computing); Upload; Data collection; Aggregate (composite); Field (mathematics)","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002939161,0.001883117,0.001219789,0.003860678,0.0009456492,0.00445602,0.002768633,0.001107447,0.2729509],"category_scores_gemma":[0.009721376,0.001901574,0.001349818,0.003930429,0.0003984939,0.004076784,0.003985801,0.002341324,0.2601754],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001032152,"about_ca_system_score_gemma":0.001678312,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009574898,"about_ca_topic_score_gemma":0.01209286,"domain_scores_codex":[0.9988141,0.0001372433,0.0001282779,0.0001745411,0.0006187466,0.0001271418],"domain_scores_gemma":[0.9963551,0.0009476023,0.0001321969,0.0007795932,0.001537556,0.0002480553],"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":[0.000188586,0.00003845696,0.0005917607,0.0003894939,0.00002690067,0.00008701889,0.0001456214,0.0004184191,0.001503002,0.001794483,0.954569,0.04024723],"study_design_scores_gemma":[0.00008689218,0.00001867115,0.001138562,0.0001351504,0.00001640367,0.0001604407,0.00008165941,0.002715006,0.003257023,0.003043579,0.9892681,0.00007848445],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"software","genre_gemma":"other","genre_scores_codex":[0.001692259,0.0007727288,0.1381063,0.0008163169,0.0004730498,0.001446252,0.2875558,0.5051672,0.06396998],"genre_scores_gemma":[0.01305943,0.001392355,0.2081656,0.002640689,0.0003587806,0.003487113,0.4967611,0.1807612,0.09337383],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.2729509,"threshold_uncertainty_score":0.9131119,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0386512381221903,"score_gpt":0.3112313933140338,"score_spread":0.2725801551918435,"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."}}