{"id":"W4255916223","doi":"10.1162/leon_a_00684","title":"Paparuda","year":2013,"lang":"en","type":"article","venue":"Leonardo","topic":"Aviation History and Innovations","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00002135675,0.00003676515,0.00003775078,0.00002944412,0.0001970602,0.00004903408,0.00004834092,0.00001141046,0.04242173],"category_scores_gemma":[0.000007253707,0.00003180572,0.00001926327,0.0000163844,0.00006000076,0.0002264777,0.000006381471,0.00003936032,0.005646086],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001139244,"about_ca_system_score_gemma":0.000007118424,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008939962,"about_ca_topic_score_gemma":0.00004972319,"domain_scores_codex":[0.9997354,0.000006619797,0.00008119541,0.00005614935,0.00005260071,0.00006802477],"domain_scores_gemma":[0.9997925,0.000009887895,0.0000233793,0.00008119483,0.0000761975,0.00001684249],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[3.005912e-7,0.00001002328,0.0001584005,0.000001514446,0.000003097804,1.53687e-7,0.003529437,5.442222e-7,0.00003383158,0.8531372,0.1401882,0.002937317],"study_design_scores_gemma":[0.00004150159,0.0000103865,0.0011879,0.000001612084,0.000001554162,2.789605e-7,0.001523217,0.00001131191,0.0000127161,0.004848095,0.9923111,0.0000503966],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.05523453,0.00005308425,0.00007994592,0.007576487,0.0006615725,0.000103525,0.000005589119,0.0001145787,0.9361707],"genre_scores_gemma":[0.9021919,0.000001041869,0.00004638892,0.00160872,0.0003514036,0.00002875966,0.000009170534,0.000004561324,0.09575808],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.8521228,"threshold_uncertainty_score":0.9951282,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02202482327856383,"score_gpt":0.1767485772290253,"score_spread":0.1547237539504614,"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."}}