{"id":"W4387194133","doi":"10.1109/cste59648.2023.00005","title":"Preface","year":2023,"lang":"en","type":"article","venue":"","topic":"Educational Robotics and Engineering","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"China; Political science; Geography; Archaeology","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":[0.002165554,0.0008420352,0.0005377752,0.001526992,0.003027452,0.00413734,0.001206495,0.001390775,0.2694172],"category_scores_gemma":[0.01309047,0.0002356835,0.0004347749,0.0009204557,0.0007840228,0.003012418,0.00249023,0.004576297,0.1744237],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002297717,"about_ca_system_score_gemma":0.002182508,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003728732,"about_ca_topic_score_gemma":0.004627304,"domain_scores_codex":[0.9988432,0.0001933967,0.0000623926,0.0002194963,0.0005578218,0.0001236344],"domain_scores_gemma":[0.9918137,0.0009512002,0.0002075225,0.0004532038,0.004728935,0.001845493],"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":[0.00001766061,0.000009586143,0.00006576028,0.00003961734,0.000001002985,0.00003245714,0.00009060468,0.00002204396,0.0001049076,0.002365035,0.9850178,0.01223347],"study_design_scores_gemma":[0.00000327058,0.00001151855,0.0002167971,0.00006330032,8.727217e-7,0.00004630422,0.0001209005,0.0000186174,0.00006053924,0.001066871,0.9983873,0.000003645007],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"other","genre_scores_codex":[0.001550018,0.005838833,0.004048006,0.0851174,0.6364831,0.0003786871,0.004989858,0.0009269154,0.2606672],"genre_scores_gemma":[0.01106625,0.003987343,0.00164029,0.02204897,0.09649669,0.0003162327,0.003925662,0.0008952022,0.8596234],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.7305828,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01821272035335216,"score_gpt":0.2407346941704147,"score_spread":0.2225219738170625,"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."}}