{"id":"W4223524366","doi":"10.1109/mspec.2022.9754508","title":"Live life on your terms [Back inside cover]","year":2022,"lang":"en","type":"paratext","venue":"IEEE Spectrum","topic":"Educational Robotics and Engineering","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Cover (algebra); Engineering; Telecommunications; Architectural engineering; Computer science; Aeronautics; Mechanical engineering","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":["insufficient_payload"],"category_scores_codex":[0.0001337777,0.000314486,0.000309373,0.0002214725,0.0001427417,0.0002242428,0.001238699,0.0001244145,0.005868826],"category_scores_gemma":[0.00002868012,0.0003282982,0.0001390221,0.0002965972,0.00001827195,0.0001251977,0.0002310818,0.0006887121,0.04552713],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002904885,"about_ca_system_score_gemma":0.0004140473,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007695062,"about_ca_topic_score_gemma":0.000003377706,"domain_scores_codex":[0.9982091,0.00003961386,0.0002643668,0.0005845437,0.0004794089,0.0004229457],"domain_scores_gemma":[0.9987449,0.0001265427,0.0001369036,0.0007795171,0.00002177004,0.0001903844],"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":[0.000003504698,0.00007746534,0.000008748337,0.00004714967,0.00005984335,0.00002035843,0.0004255111,0.1707097,0.00002767044,0.008585462,0.8198373,0.0001972456],"study_design_scores_gemma":[0.0002793345,0.0003340052,0.0004780844,0.0001419889,0.00001588268,0.00003548838,0.00003692595,0.02431234,0.0005985084,0.001814322,0.9708909,0.001062215],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00106474,0.00103037,0.09644382,0.006870452,0.06386348,0.0005127811,0.0001432741,0.0002032534,0.8298678],"genre_scores_gemma":[0.199683,0.001490344,0.009746085,0.007715917,0.009142443,0.0001030975,0.0002946827,0.000247421,0.7715769],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1986183,"threshold_uncertainty_score":0.9999169,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02730630561868033,"score_gpt":0.2584967668768133,"score_spread":0.2311904612581329,"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."}}