{"id":"W6902764001","doi":"10.7916/d8-y76s-n715","title":"McGill, William. Speech at Engineering Council","year":2020,"lang":"en","type":"article","venue":"Columbia Academic Commons (Columbia University)","topic":"Education, Technology, and Ethics","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Focus (optics); Work (physics); Government (linguistics); Conjunction (astronomy)","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003541347,0.0001902956,0.000287994,0.00004406895,0.0007404423,0.00005067688,0.001166186,0.0005984345,0.003593379],"category_scores_gemma":[0.0004347821,0.0003704818,0.0001134741,0.001319533,0.0004661524,0.0003693852,0.001116441,0.001293255,0.0007350642],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002534274,"about_ca_system_score_gemma":0.0001149801,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01018635,"about_ca_topic_score_gemma":0.1157409,"domain_scores_codex":[0.9978942,0.00007193867,0.0002626981,0.0006528321,0.0005512913,0.0005670555],"domain_scores_gemma":[0.9987403,0.0001712226,0.0001358336,0.0004720939,0.00005269713,0.000427875],"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":[0.00001776106,0.00006505317,0.4883777,0.0000367684,0.00004326694,0.00007063125,0.0006615642,0.0004741642,0.004650309,0.0001717399,0.5029471,0.002483978],"study_design_scores_gemma":[0.0004611186,0.0000678834,0.05132912,0.00002252057,0.00005959162,0.000019201,0.0003085374,0.0008522136,0.000134993,0.0001853227,0.9461377,0.0004217802],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9353415,0.00006317025,0.000074378,0.005411054,0.0003500182,0.0004301284,0.00007742683,0.0006703946,0.05758189],"genre_scores_gemma":[0.9543677,0.0003495078,0.0008870715,0.001517508,0.0001159601,0.000004991625,0.00001619997,0.0000532726,0.04268779],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4431906,"threshold_uncertainty_score":0.9998747,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04570181543673311,"score_gpt":0.2100488146974197,"score_spread":0.1643469992606866,"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."}}