{"id":"W7048928989","doi":"","title":"Metadata Extraction and Citation Automation (MECA)","year":2024,"lang":"en","type":"article","venue":"Scholarship at UWindsor (University of Windsor)","topic":"Magnetic Field Sensors Techniques","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Metadata; Automation; Process (computing); Citation; Field (mathematics); Set (abstract data type); Search engine indexing","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":["metaresearch","bibliometrics"],"consensus_categories":[],"category_scores_codex":[0.01744823,0.001958991,0.001771959,0.02493805,0.002537908,0.008144869,0.002418397,0.001191645,0.0653773],"category_scores_gemma":[0.06777599,0.001707329,0.002430536,0.02059848,0.001038165,0.009617742,0.008070732,0.002369211,0.05294244],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001950908,"about_ca_system_score_gemma":0.005819295,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003634871,"about_ca_topic_score_gemma":0.00403862,"domain_scores_codex":[0.9905686,0.00145349,0.002105605,0.001887714,0.003546672,0.0004380405],"domain_scores_gemma":[0.9368027,0.0178305,0.006737453,0.01836466,0.0192156,0.001049144],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0003181812,0.0001233399,0.006960614,0.002541622,0.0001695428,0.0003252368,0.001445924,0.0004735445,0.01063563,0.0152473,0.4218445,0.5399147],"study_design_scores_gemma":[0.0001263761,0.0001020569,0.01098852,0.0005138059,0.0001219563,0.0006007177,0.0004530887,0.006844091,0.04025728,0.0133175,0.9264199,0.000254673],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"software","genre_gemma":"methods","genre_scores_codex":[0.008922604,0.001283349,0.4001875,0.002357626,0.001158704,0.002073886,0.06967492,0.475752,0.03858936],"genre_scores_gemma":[0.03015893,0.00141372,0.7675683,0.0007078871,0.0005701795,0.003068954,0.1101842,0.04754379,0.03878401],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9825518,"threshold_uncertainty_score":0.2187088,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01578319429728327,"score_gpt":0.2227693389029172,"score_spread":0.2069861446056339,"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."}}