{"id":"W6906653115","doi":"10.17605/osf.io/ef43j","title":"RAISE TSC Evaluation","year":2019,"lang":"en","type":"other","venue":"OSF Preprints (OSF Preprints)","topic":"Air Traffic Management and Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Identification (biology); Field (mathematics); Work (physics); Margin (machine learning)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.07810371,0.001321621,0.001524751,0.007246846,0.004047862,0.009662407,0.004935673,0.002551289,0.1311586],"category_scores_gemma":[0.1944237,0.0008422658,0.00281111,0.005402023,0.00323217,0.00623686,0.01036874,0.003499219,0.03364795],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01368536,"about_ca_system_score_gemma":0.06788396,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01453809,"about_ca_topic_score_gemma":0.01862669,"domain_scores_codex":[0.93002,0.04143667,0.00816511,0.00334347,0.01371029,0.003324549],"domain_scores_gemma":[0.8083014,0.04454086,0.01005222,0.01908249,0.1087786,0.009244314],"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":[0.001509666,0.0004868487,0.006591701,0.009430487,0.0004087563,0.0006287182,0.003213789,0.001104141,0.0003479626,0.04771724,0.4696901,0.4588706],"study_design_scores_gemma":[0.0006912369,0.0005149688,0.007168283,0.02282618,0.0004766772,0.000435305,0.002703274,0.0008855856,0.001178763,0.01792798,0.9450726,0.0001191764],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01675841,0.01318675,0.04175064,0.05972089,0.007523481,0.06705935,0.06043781,0.004238728,0.729324],"genre_scores_gemma":[0.2370329,0.02170381,0.1998471,0.04012353,0.003905669,0.2106505,0.07220378,0.005732277,0.2088004],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1311586,"threshold_uncertainty_score":0.4387693,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01167170375381911,"score_gpt":0.2336891887648304,"score_spread":0.2220174850110113,"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."}}