{"id":"W4243470186","doi":"10.1007/978-1-4939-7131-2_100388","title":"Force-Directed Algorithm","year":2018,"lang":"en","type":"book-chapter","venue":"","topic":"Digital Image Processing Techniques","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Computer science; Algorithm","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001073871,0.0003228906,0.0002728138,0.0001955391,0.00005824172,0.0006527902,0.001633113,0.000250743,0.0004426713],"category_scores_gemma":[0.00002050986,0.0002891036,0.0001124923,0.00004197024,0.0001386448,0.0008030368,0.0008136049,0.0001875229,0.001217452],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005433994,"about_ca_system_score_gemma":0.0001069361,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003329065,"about_ca_topic_score_gemma":0.000002320187,"domain_scores_codex":[0.998529,0.000004267723,0.0002547896,0.0006137561,0.0003479504,0.0002502016],"domain_scores_gemma":[0.9984618,0.00003635852,0.0001519617,0.0009333297,0.000319014,0.00009753461],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[4.773304e-7,0.000008321923,5.067831e-8,0.0000133608,0.00002128936,0.00003084894,0.00003735529,5.976667e-9,0.000009506548,0.1765338,0.1497672,0.6735777],"study_design_scores_gemma":[0.0000384792,0.00006917652,2.196803e-7,0.0001103756,0.000005783962,0.00003164193,1.90679e-7,0.006443694,0.001697737,0.5914376,0.3997924,0.000372683],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[1.403239e-8,0.00007486725,0.4779567,0.00005945177,0.000126457,0.00007494503,0.000003114475,0.003158632,0.5185458],"genre_scores_gemma":[0.00000246052,0.00001030621,0.4621895,0.0002797379,0.00009701918,0.000004396642,0.000005796103,0.00002751062,0.5373833],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.673205,"threshold_uncertainty_score":0.9999561,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01850595421657562,"score_gpt":0.2470715448812654,"score_spread":0.2285655906646898,"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."}}