{"id":"W4247201911","doi":"10.1109/mspec.2017.8093782","title":"Contributors","year":2017,"lang":"en","type":"article","venue":"IEEE Spectrum","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Canadian Standards Association","funders":"","keywords":"Computer science","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.002121654,0.0009151175,0.0006290067,0.003451698,0.002127389,0.005426184,0.001449612,0.001624967,0.7229083],"category_scores_gemma":[0.01796533,0.0003259364,0.0003489862,0.001454598,0.0005443684,0.002487249,0.002721084,0.001922626,0.659492],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001738462,"about_ca_system_score_gemma":0.003164522,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002025116,"about_ca_topic_score_gemma":0.003704737,"domain_scores_codex":[0.9979413,0.0002955826,0.00007050863,0.0003641749,0.001074384,0.0002540417],"domain_scores_gemma":[0.984606,0.001536002,0.0004611514,0.00133972,0.008444299,0.003612844],"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":[0.00004912169,0.00002843043,0.0002910654,0.00006156095,0.000001851045,0.00005088176,0.00007872309,0.00004168335,0.0002206642,0.003369519,0.9469141,0.04889236],"study_design_scores_gemma":[0.000004159594,0.000004007941,0.000130613,0.00004753004,0.000002164007,0.00005149904,0.00009795344,0.00007103736,0.0001423136,0.0006800016,0.9987646,0.000004132331],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001956042,0.001896436,0.01115737,0.02141637,0.03079353,0.0007711529,0.008108432,0.005250961,0.9186496],"genre_scores_gemma":[0.00308872,0.0004777352,0.001414397,0.002828958,0.001696031,0.000198511,0.002056746,0.0007937349,0.9874452],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2770917,"threshold_uncertainty_score":0.3952376,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02130288018107332,"score_gpt":0.2947680820249922,"score_spread":0.2734652018439188,"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."}}