{"id":"W7067286637","doi":"","title":"Lindsey Van Beusekom","year":2018,"lang":"en","type":"article","venue":"Scholarly Commons (Embry–Riddle Aeronautical University)","topic":"Mathematics, Computing, and Information Processing","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Officer; Interim; Work (physics); Aviation; Repeal; Certification","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":["metaepi_narrow","scholarly_communication","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006538258,0.0002930817,0.0003284259,0.0005177626,0.001109002,0.001282929,0.002616266,0.0002054994,0.000168843],"category_scores_gemma":[0.0003323756,0.0003097041,0.0001478217,0.001404685,0.0003671894,0.006549121,0.001356839,0.0006960839,0.001285511],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001721727,"about_ca_system_score_gemma":0.000278134,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001624071,"about_ca_topic_score_gemma":0.00002446925,"domain_scores_codex":[0.9976581,0.0001596678,0.000437883,0.0005181906,0.0005759103,0.0006502593],"domain_scores_gemma":[0.9974025,0.0002314111,0.000236254,0.001111365,0.0005848526,0.0004335413],"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":[0.00002114789,0.0002306547,0.0006204214,0.00005145289,0.00005452081,0.00004660874,0.0019209,0.00002138788,0.0001315257,0.9630838,0.00277105,0.03104655],"study_design_scores_gemma":[0.003477479,0.0009769333,0.005455199,0.00036859,0.0001232373,0.0001499821,0.0009760835,0.181084,0.004467038,0.06879066,0.7321268,0.002003991],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03381471,0.00004525864,0.7054811,0.001552993,0.0004998496,0.0001863728,0.000005282002,0.0006291026,0.2577853],"genre_scores_gemma":[0.9274176,0.000008031952,0.06526564,0.0009727655,0.0002011074,7.136546e-7,0.00000766368,0.00002091062,0.006105549],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8942931,"threshold_uncertainty_score":0.9999355,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02274714113184313,"score_gpt":0.2212004468636545,"score_spread":0.1984533057318114,"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."}}