{"id":"W4401233084","doi":"10.1097/01.eem.0001027848.42352.05","title":"Technology & Inventions","year":2024,"lang":"en","type":"article","venue":"Emergency Medicine News","topic":"Educational Robotics and Engineering","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"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":[0.0009839189,0.001541948,0.0007584427,0.002736148,0.001844341,0.005784885,0.00193913,0.002753695,0.5742315],"category_scores_gemma":[0.005566656,0.0005594824,0.0009135342,0.002647413,0.0007784001,0.007150179,0.003226575,0.002079891,0.627529],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008847029,"about_ca_system_score_gemma":0.001122015,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001233317,"about_ca_topic_score_gemma":0.001325483,"domain_scores_codex":[0.9985618,0.0001281958,0.0001008379,0.0002229122,0.0008321526,0.0001541419],"domain_scores_gemma":[0.9975356,0.0003457094,0.0001056438,0.0004957214,0.001207981,0.0003094672],"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":[0.00004368243,0.00004669087,0.0001323518,0.000404094,0.000004437581,0.0001988976,0.0001204212,0.00005976104,0.001057914,0.01081032,0.7352291,0.2518923],"study_design_scores_gemma":[0.000004215586,0.00001391325,0.00008039697,0.00007994839,0.000002450072,0.0002083508,0.00003044795,0.00005041637,0.0002309554,0.001276736,0.998015,0.000007094849],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.000657979,0.00544197,0.006662643,0.00388891,0.006767125,0.0002857106,0.002557397,0.00477676,0.9689615],"genre_scores_gemma":[0.005051601,0.005322716,0.005546823,0.002668588,0.001300351,0.0002275939,0.001956297,0.001022384,0.9769036],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.5742315,"threshold_uncertainty_score":0.6073071,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04743384139359061,"score_gpt":0.3346805969747514,"score_spread":0.2872467555811608,"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."}}