{"id":"W4400153840","doi":"10.1007/978-3-031-60916-9_8","title":"Scaling Up","year":2024,"lang":"en","type":"book-chapter","venue":"Lecture notes in social networks","topic":"Complex Network Analysis Techniques","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University","funders":"","keywords":"Scaling; Mathematics; Geometry","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":[0.0001742864,0.0005301992,0.0007342086,0.0001797095,0.0001753141,0.0001372253,0.0003207042,0.0005931161,0.001680731],"category_scores_gemma":[0.000004016995,0.0005410931,0.000614291,0.0001856309,0.0001172858,0.00003294272,0.0002226576,0.001900563,0.0000632933],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001269188,"about_ca_system_score_gemma":0.00004455851,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007429236,"about_ca_topic_score_gemma":0.00007941021,"domain_scores_codex":[0.9982076,0.00002510142,0.0004787648,0.0005888752,0.000244358,0.0004553137],"domain_scores_gemma":[0.9991275,0.0002690647,0.0001912805,0.0002995011,0.00005592766,0.00005673751],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001689899,0.00001646345,0.0002624704,0.00002796294,0.0005115541,0.00001955652,0.0003807165,0.01748457,0.000001521787,0.5098107,0.01041801,0.4610495],"study_design_scores_gemma":[0.00009678306,0.000008518013,0.00001003338,0.0002888935,0.0002235502,4.642191e-7,0.000003112025,0.01523395,0.000007748566,0.8358644,0.1476975,0.0005650637],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.00002086147,0.003538084,0.3918007,0.0002703044,0.0008979543,0.0003362343,0.00002827269,0.0002896383,0.602818],"genre_scores_gemma":[0.9276647,0.00007258698,0.000590292,0.0002365144,0.01960474,0.00003827124,0.000408162,0.0002431516,0.05114157],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9276438,"threshold_uncertainty_score":0.9997041,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0138550765405265,"score_gpt":0.2722354594575082,"score_spread":0.2583803829169817,"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."}}