{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002036004,0.0005265433,0.0003651617,0.000640915,0.001292894,0.00255237,0.0004832812,0.0009010534,0.9078535],"category_scores_gemma":[0.001527233,0.0002627399,0.0002338275,0.000786379,0.0002325863,0.002026889,0.001354766,0.001448997,0.8972689],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004703765,"about_ca_system_score_gemma":0.0005159638,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00393236,"about_ca_topic_score_gemma":0.008260895,"domain_scores_codex":[0.9998422,0.00001215616,0.000004746631,0.00001933559,0.00009124107,0.00003029577],"domain_scores_gemma":[0.9993464,0.00006315699,0.00002216942,0.00007169767,0.0002597806,0.0002367354],"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":[0.000007364934,0.00001224326,0.00003713321,0.0000165153,4.356292e-7,0.000009224993,0.00001609853,0.00001331188,0.0001162643,0.0006140174,0.9790002,0.02015723],"study_design_scores_gemma":[0.000003135728,0.00000783236,0.0002406885,0.00002079441,5.311218e-7,0.00001982151,0.00003147315,0.00003875974,0.0000680433,0.000176374,0.9993901,0.000002472603],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0001941905,0.0001004369,0.0003580766,0.0005444142,0.0005019223,0.00003860107,0.001538655,0.001436223,0.9952875],"genre_scores_gemma":[0.0009638062,0.0001071494,0.00008967653,0.0002810023,0.00007945848,0.00001897423,0.0007923616,0.0003663965,0.9973013],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9078535,"threshold_uncertainty_score":0.1314358,"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."}}